In the evolving landscape of IT operations and DevOps, the ability to efficiently analyze and monitor logs is paramount. Enter LogManticsAI, an open-source command-line tool that leverages Large Language Models (LLMs) to provide semantic analysis of JSON logs, real-time anomaly detection, and continuous monitoring—all within your terminal. 🔍 What is LogManticsAI? Interactive Setup: Easily configure LLM settings and specify log file paths. Multi-File Monitoring: Simultaneously monitor multiple JSON log files. Secure API Key Storage: Utilizes keyring for safe storage of API keys. JSON Validation: Ensures log files are properly structured. Semantic Analysis: Identifies important log keys and patterns using LLMs. Real-Time Anomaly Detection: Continuously monitors logs to detect anomalies as they occur. LLM Provider Support: Compatible with various LLM providers via Agno, including OpenAI, Anthropic, Google, and Groq. Slack Integration: Sends real-time notifications to Slack channels. 🚀 Getting Started Clone the Repository: git clone https://github.com/chattermate/LogManticsAI.git Install Dependencies: pip install -r requirements.txt Run the Tool: python logmantics.py Follow the interactive prompts to configure your LLM settings and specify the log files you wish to monitor. 🧠 Why Use LLMs for Log Analysis? Understand Context: Interpret logs in a more human-like manner, considering the context of events. Detect Anomalies: Identify unusual patterns that may not match predefined rules. Adapt to New Patterns: Learn from new types of log entries without manual updates. This approach aligns with the growing trend of integrating AI into observability tools to enhance system monitoring and incident response. 📣 Join the Community GitHub Repository: Github **Issues & Feature Requests: **https://github.com/chattermate/LogManticsAI/issues Embrace the future of log analysis with LogManticsAI and experience the power of LLMs in your DevOps toolkit.  ( 4 min )

I use Mermaid diagrams constantly in my daily workflow. But honestly, most AI apps tend to mess them up when generating these diagrams. It doesn't matter if it's the smartest model out there or the simplest one—mistakes still happen. That's why having a rock-solid prompt is super important for getting things right. So today, I'm sharing a snippet of the prompt I personally rely on. If you're curious, you can check out the full prompt on GitHub here: https://gist.githubusercontent.com/yigitkonur/af07453dd812cd8a0b565fed62dd0f7d/raw/eec183bb6e9777d888e49870b4f994f957da979d/llm-mermaid.md Your primary function is to transform ANY textual diagram idea, natural language description, malformed/incomplete Mermaid code, or embedded Mermaid blocks within Markdown into production-ready, syntacticall…  ( 18 min )

In this Story, I have a super quick tutorial showing you how to create a multi-agent chatbot using LangGraph, Knowledge Graph, and Long Term Memory to build a powerful agent chatbot for your business or personal use. If you’ve worked on the RAG project, you’ve likely encountered the issue of how static knowledge bases can limit the system’s ability to handle new or changing information. RAG systems rely on these knowledge bases, which are fixed and don’t update based on new user interactions. This is similar to how graph and relational databases have different data structures, making it hard to compare or translate queries between them. In the case of RAG, the problem is that when the context or information changes, the knowledge base doesn’t adapt, causing the system to provide outdated o…  ( 12 min )

This is a submission for the Postmark Challenge: Inbox Innovators. Alright, Postmark Challengers & Fellow Devs! 🚀 Get ready to have your mind BLOWN by Prof. Postmark – the AI sidekick that's about to revolutionize how you get photo feedback (and maybe a whole lot more)! Think of Prof. Postmark as your new remote teacher, or just a way cooler AI. This bad boy doesn't just glance at photos you email in; it gets them. We're talking an AI that dives deep, powered by OpenAI's GPT-4o Vision and a custom-built annotation engine that doodles feedback right onto your images, sketch-style, like your chillest art prof. The mission? To ditch boring old grading and bring in something interactive, insightful, and honestly, a LOT more fun. You just email your pics, and Prof. P zaps back pro-level scores…  ( 5 min )

Yes, I know — there are way too many Pomodoro timers out there. But most of them? Clunky UI, annoying paywalls, or just not built with Gen Z in mind. I wanted something dead simple, fast, and clean. So I built https://studyfoc.us — a minimalist Pomodoro timer that: Requires no login Has built-in website blocking Beautiful and aesthetic wallpaper and animation that bring a calm and UI sense What happened in the first 7 days? 800 users 1.9k pageviews ~1 minute avg session $0 in ads — all organic via Reddit and word of mouth Techstack: NextJS Typescript Tailwind What's next: I am going to build a mobile once the web version hits 1000 daily active users. Right now it is already hit 240 users  ( 3 min )

In today’s digital age, automation is more than just a convenience—it’s a necessity. Whether you're a software tester, data analyst, or developer, the ability to automate web browsing can save countless hours. In this Selenium with Python Tutorial, brought to you by Tpoint Tech, we’ll help you master browser automation using one of the most powerful tools available: Selenium. Selenium is a widely-used open-source framework for automating web browsers. Initially developed for testing web applications, Selenium is now used for a variety of browser-based tasks, such as testing, scraping, and robotic process automation (RPA). It supports multiple browsers like Chrome, Firefox, Safari, and Edge, and works across operating systems. Selenium also supports multiple programming languages—Python be…  ( 5 min )

Get ready to dive into the world of serverless web application development on AWS. In this series, we’ll guide you through the process of creating a dynamic web app that calculates the area of a rectangle based on user-provided length and width values. We’ll leverage the power of AWS Amplify for web hosting, AWS Lambda functions for real-time calculations, DynamoDB for storing and retrieving results, and API Gateway for seamless communication. By the end of this journey, you’ll have the skills to build a responsive and scalable solution that showcases the true potential of serverless architecture. Let’s embark on this development adventure together! Access to the project files: Amplify Web App Creating Frontend Use the index.html file from the project files. Or simply open a text editor a…  ( 7 min )

Introduction: The Automation Revolution Ever pushed code to production only to discover a critical bug that could’ve been caught earlier? In 2024, companies using CI/CD pipelines with Jenkins reduced deployment failures by 85%, delivering software faster and more reliably. Jenkins, the open-source automation server, is the backbone of modern DevOps, enabling teams to automate building, testing, and deploying code. Whether you’re a beginner learning to streamline your Java app or a DevOps pro orchestrating complex microservices, Jenkins transforms chaotic workflows into seamless automation, saving time and boosting confidence in your releases. This article is your ultimate guide to CI/CD with Jenkins: Automate Everything, following a developer’s journey from manual chaos to automation mas…  ( 8 min )

If you’re doing a lot but not seeing results, here’s what helps me: instead of trying everything at once, I look for the one main thing that’s blocking progress — and focus only on fixing that. This gives the biggest impact. For example, You focus on what’s comfortable — not on what’s important. Beginner entrepreneurs with a background in coding or analytics struggle to make sales. The real reason: no one is visiting their website. Instead of doing marketing to get their first 1,000 users, developers keep improving the product, and analysts keep polishing data tracking. But if no one sees the product, none of that matters. Progress begins when you find and remove the main obstacle — not when you do everything or stick to what’s familiar. This idea comes from the book The Goal by Eliyahu G…  ( 4 min )

Users access web applications through various browsers, devices, and operating systems. Whether it’s Chrome on Android, Safari on macOS, or Firefox on Linux, modern web experiences must deliver consistent performance across all environments. One rendering issue or functionality glitch can break the user experience and push customers toward a competitor. That’s why browser testing tools have become essential for ensuring the success of web apps. The same HTML, CSS, and JavaScript code can behave differently depending on the browser and platform. Factors like rendering engines, support for web standards, and device-specific quirks make it nearly impossible to predict how an application will perform without rigorous testing. Consider a situation where: A button is perfectly aligned in Chrome …  ( 5 min )

🧵 Day 2: HTTP 200 OK, Mentally 503 Service Unavailable🤖 Today wasn't anything too fancy - but hey, atleast APIs now acknowledge my existence. What I Did Got comfy with the different HTTP methods Learnt what the mysterious status codes actually mean: 200: It works! 400: You messed up. 500: Server messed up or you broke it... Spent some quality time with Postman - followed this tutorial and tested different API scenarios. Learnt how to validate JSON - cause computer is too picky with the syntax. 🔪 LeetCode of the day On to Day 3. Hopefully fewer 400s tomorrow. Mentally still 503, but improving.  ( 3 min )

Kalau lo lagi nyari HP gaming yang gak bikin dompet megap-megap, lo wajib kenalan sama Infinix GT 30 Pro. HP ini bukan cuma gaya-gayaan doang, tapi udah dipakai di skena turnamen resmi Mobile Legends: MDL Indonesia. Jadi, bisa dibilang udah dapet cap “layak tanding”. GT 30 Pro hadir dalam dua varian: 8/256 GB: Rp3.799.000 12/512 GB: Rp4.449.000 Harga ini berlaku pas masa presale, dan jujur aja, buat spek kayak gini sih udah tergolong worth it banget. Desainnya bikin kesan pertama langsung "gaming banget". Kotak, garis tegas, dan logo GT yang mencolok. Bahkan kotaknya aja udah berasa premium. Di bagian samping ada air trigger—tombol sentuh yang bisa lo pakai buat kontrol tambahan pas main game. Berasa kayak punya cheat legal. Layarnya pake panel AMOLED 6,78 inci dengan resolusi 1.5K dan re…  ( 4 min )

Factory-Floor Lessons in Reshaping Software Innovation ‍Hierarchy on the Floor In the early 20th century, manufacturing was organized with a rigid hierarchy. Managers and engineers made all significant decisions, while front-line workers were expected to "do as they're told," performing narrow tasks without input into process or strategy. Factory workers, often seen as low-status laborers, had little agency beyond their assigned duties. This division meant that problem-solving and innovation were the sole province of experts and senior staff, not the rank-and-file. By the 1930s, the typical American steel mill or machine shop exemplified this top-down structure. Workers on the shop floor desired better pay and conditions, but companies struggling through the Great Depression h…  ( 6 min )

"bruh... I just touched Next.js 15 + React 19 and now my code feels like it's on steroids 💉🔥" like frfr... use() just said "f API routes, I’m him now" Turbopack be like: “Webpack? that u? 😬 sorry bro, we don’t talk to slowpokes no more” Partial Prerendering got me rendering half my site static, the other half vibin live like “yo we outside” 🌐 and React 19? server actions hittin like “u want clean code? bet.” transitions smoother than my 3AM pickup lines (and those be silkyyy) 😌 me: opens devtools 💀💀💀 now I just gotta wait for all my fav npm packages to stop crying in legacy 😭 TL;DR: 👉 “Do it, coward.”  ( 3 min )

Introduction Artificial Intelligence (AI) has emerged as one of the most transformative technologies of our time, reshaping industries, society, and our daily lives. As AI systems become more powerful and pervasive, the need for robust ethical frameworks and governance structures has never been more critical. This article explores the multifaceted domain of AI ethics and governance, examining what it is, why it matters, and how organizations and societies can implement effective governance frameworks to ensure AI technologies benefit humanity while minimizing potential harms. The rapid advancement of AI capabilities—from machine learning algorithms that can predict consumer behavior to generative AI systems that create content indistinguishable from human work—presents both unprecedented…  ( 12 min )

"JavaScript is a language of many paradigms. It borrows ideas from functional programming, object-oriented programming, and procedural programming." Kyle Simpson Why does JavaScript feel... different? Every developer has that moment. You're writing code, everything seems logical, and then JavaScript does something that makes you pause and think: "Wait, that actually worked?" A variable becomes a function. An object transforms mid-execution. Async operations flow like water. Other languages demand you follow their rules. JavaScript asks: "What are you trying to accomplish?" Then it finds a way — often multiple ways — to make it happen. This isn't accident. It's intentional design philosophy that emerged from a simple truth: the web is chaotic, unpredictable, and constantly changing. So J…  ( 9 min )

Instructions: Given two arrays a and b write a function comp(a, b) (orcompSame(a, b)) that checks whether the two arrays have the "same" elements, with the same multiplicities (the multiplicity of a member is the number of times it appears). "Same" means, here, that the elements in b are the elements in a squared, regardless of the order. Examples b = [121, 14641, 20736, 361, 25921, 361, 20736, 361] a = [121, 144, 19, 161, 19, 144, 19, 11] a = [121, 144, 19, 161, 19, 144, 19, 11] b = [132, 14641, 20736, 361, 25921, 361, 20736, 361] a = [121, 144, 19, 161, 19, 144, 19, 11] b = [121, 14641, 20736, 36100, 25921, 361, 20736, 361] Remarks Thoughts 1: Initially, I approached the problem by checking if each number from the first array, when squared, exists in the second array. However, du…  ( 4 min )

Why Learning to Code is So Damn Hard Rachel Moser for The Odin Project ・ Mar 16 #webdev #programming #theodinproject  ( 2 min )

From Java 8, Java Streams and Lambdas was a great addition to Java language, but from there to today, I didn't find any good article or content about how Streams specifically are implemented, until today. We gonna read and explore all the infrastructure code that make Java streams possible. For all this study, we gonna use JDK 21, which is open source and you can find all the source here Stream.of(1, 2, 3, 4) .forEach(System.out::println); The first snippet demonstrates the simplicity of declaring some stream and then, invoking the forEach method on it. This method will apply a side effect on every element of this stream. First, if you are a bit curious about the implementation of Stream, the first thing you gonna do is jump to the implementation of it, but you found that in fact, Strea…  ( 9 min )

Swift has a powerful built-in Dictionary, but learning how it works behind the scenes helps you understand data better. This article explains how to build your own Dictionary using three methods: Chained Hash Map (uses linked lists) Double Hashed Map (uses open slots and two hash functions) Robin Hood Hash Map (makes lookup times more even) Chained Hash Map (Linked List Method) ChainedHashMap.swift Stores key-value pairs Each bucket (array slot) can hold multiple items using a linked list If two keys land in the same bucket, they go into a list How it works A hash function gives the index for the key If that spot is empty, add the item If it already has items, add to the list If the number of items becomes too big (over 70%), the table grows bigger Easy to understand and use Good …  ( 4 min )

1. Introducción y Propósito del Examen El examen AWS Certified Solutions Architect - Associate (SAA-C03) está diseñado para profesionales en el rol de arquitectura de soluciones. Su objetivo principal es verificar la capacidad del candidato de utilizar las tecnologías de AWS para diseñar soluciones basadas en el AWS Well-Architected Framework. Esto incluye diseñar arquitecturas seguras, resistentes, de alto rendimiento y rentables, además de revisar y mejorar soluciones existentes. Público Objetivo: Candidatos con al menos 1 año de experiencia comprobable en el diseño de soluciones de nube que utilizan servicios de AWS. Preguntas: 65 en total (50 calificadas y 15 sin puntaje, estas últimas no están identificadas). Tipos de pregunta: Opción múltiple: Una respuesta correcta entre tres di…  ( 7 min )

After development and testing, HarmonyOS Next apps need to be packaged and signed to generate an installable package for publishing. A correct packaging and signing process is essential for passing review and ensuring security. This article details the packaging process, signing file configuration, common issues, and official resources to help developers efficiently prepare for release. Prepare Signing Files Obtain the developer certificate (.p12) and Profile file in advance. See the official guide: How to Manually Generate Certificates for Packaging. Certificates can be applied for via AppGallery Connect; Profile files bind the app package name and device info. Configure Signing Info In the DevEco Studio project's build-profile.json5, configure the signing path and password (enter pas…  ( 4 min )

A major breakthrough in cancer care is making headlines. Scientists from the US, UK, and Switzerland have developed a cutting-edge test that predicts which men with aggressive, non-metastatic prostate cancer are most likely to benefit from the drug abiraterone. This is significant because while abiraterone can save lives, it also causes serious side effects such as high blood pressure, diabetes, and heart complications. Until now, doctors had no reliable way to know who should receive the drug. This new test, powered by machine learning, changes that. It analyzes digital images of tumor biopsy samples and identifies a specific biomarker that indicates whether a patient is likely to respond to treatment. In a study involving over one thousand men, the test found that twenty five percent of them had this biomarker. For these patients, abiraterone reduced the risk of death within five years from seventeen percent to nine percent. For the rest, the drug showed little to no effect, meaning they could avoid unnecessary treatment and side effects. The test is designed to work with routine clinical data and can easily be added to existing hospital workflows. It promises to make prostate cancer treatment more precise, sparing patients who do not need aggressive therapies and ensuring those who do get the help they need. Researchers also hope the findings will encourage broader approval of abiraterone for early-stage use, especially in the UK where its application has been limited. With this test, the decision becomes more scientific, more ethical, and far more personal. Read more here: https://www.theguardian.com/society/2025/may/30/new-ai-test-can-predict-which-men-will-benefit-from-prostate-cancer-drug  ( 3 min )

We all love VS Code—it’s fast, customizable, and packed with features. But even seasoned developers miss some of its hidden gems. Here are 10 underrated features that’ll turbocharge your workflow: Emmet in Non-HTML Files What it does: Expands shorthand syntax (like CSS abbreviations) in JS, TS, JSX, and more. How to use: Type m10 → press Tab → becomes margin: 10px; in a CSS file. Pro Tip: Enable it via emmet.includeLanguages in settings (e.g., "emmet.includeLanguages": {"javascript": "html"}). Command Palette Deep Dives What it does: Run advanced commands like >Git: Stash or >Debug: Start Without Debugging directly. Secret: Type ? in the Command Palette (Ctrl/Cmd+Shift+P) to browse all available commands. Multi-Cursor Magic with Ctrl/Cmd+D What it does: Select next occurrenc…  ( 4 min )

When building secure APIs or applications with OAuth 2.0, validating access tokens is a critical step. Two common approaches for token validation are JWKS (JSON Web Key Set) and the Token Introspection Specification (RFC 7662). Each has its strengths, use cases, and trade-offs. In this blog post, we’ll explore both methods, compare their pros and cons, and help you decide which is best for your system. Purpose: Validates JSON Web Tokens (JWTs) locally. How It Works: The authorization server exposes a JWKS endpoint (e.g., /.well-known/jwks.json) containing public keys. The resource server uses these keys to verify the JWT’s signature and checks claims like expiration (exp), issuer (iss), and audience (aud). Key Feature: No network call is needed for validation after caching the JWKS, making…  ( 6 min )

✅ Introduction We’ll also make sure that FFmpeg is integrated correctly to merge high-quality audio and video into a single .mp4 file. import yt_dlp import os # Make sure ffmpeg path is correctly set for merging video and audio FFMPEG_PATH = os.path.join("C:", os.sep, "ffmpeg", "bin", "ffmpeg.exe") # yt-dlp configuration options ydl_opts = { 'format': 'bestvideo+bestaudio/best', # Select best video and best audio 'merge_output_format': 'mp4', # Output format after merging 'ffmpeg_location': FFMPEG_PATH, # Path to ffmpeg executable 'outtmpl': '%(title)s.%(ext)s', # Output file naming template 'quiet': False, # Show download progress 'noplaylist': True # Download only one video if playlist } # Example URL — Replace with your desired video link video_url = 'YOUR_VIDEO_URL_HERE' # Start downloading with yt_dlp.YoutubeDL(ydl_opts) as ydl: ydl.download([video_url]) 1. Install yt-dlp: pip install yt-dlp 2. Install FFmpeg: Download from ffmpeg.org and extract it. Set the path as shown in the script. 3. Replace the video URL. in video_url. 4. Run the script. It will download and merge the best available video + audio — even 8K if the source supports it.  ( 3 min )

Why are there so many JavaScript build tools? Gulp, Grunt, Webpack, Laravel Mix, Rollup.js, and now Vite. And these are just the ones that I've worked with. Haven't we solved this problem? And why build a new tool? Why not improve existing tools? I think about predecessors like GNU Make. Sure, it's old, but it's tried and true. The invocation is consistent and has been for years: make [command]. How different would the world be if the Node.js ecosystem adopted Make as the preferred mechanism for running scripts, instead of npm run [command]? I guess we'd be seeing a lot more Makefile's around.  ( 3 min )

In JavaScript, conditional statements are used to perform different actions based on different conditions. These are the main types: if statement Executes a block of code if the condition is true. if (age > 18) { console.log("You are an adult."); } if...else statement Executes one block if the condition is true, and another block if it’s false. if (age >= 18) { console.log("Access granted."); } else { console.log("Access denied."); } if...else if...else statement Checks multiple conditions in sequence. if (score >= 90) { console.log("Grade: A"); } else if (score >= 80) { console.log("Grade: B"); } else { console.log("Grade: C or below"); }  ( 3 min )

Good morning, everyone. The development process of the Cangjie Language Mall application is already halfway through. I wonder if you have gained a further understanding of Cangjie development through this series of tutorials. The shopping cart page to be shared today: When we see this page, we first need to make a simple analysis of it. This page is divided into three parts in total, namely the navigation bar, the shopping cart list and the settlement bar at the bottom. If they are column layouts, then how to make these three parts just fill the entire page? There is a simple way: set a fixed height for the navigation bar and the settlement bar, and then set the layoutWeight(1) property for the List component. Write a simple page structure: Column{ Row{ //导航栏 } .width(…  ( 4 min )

Data Types in Java _ Primitive Data Types:_ byte: 8-bit signed integer. Range: -128 to 127. short: 16-bit signed integer. Range: -32,768 to 32,767. int: 32-bit signed integer. Range: -2,147,483,648 to 2,147,483,647. long: 64-bit signed integer. Range: -9,223,372,036,854,775,808 to 9,223,372,036,854,775,807. float: 32-bit single-precision floating-point number. double: 64-bit double-precision floating-point number. boolean: Represents true or false values. char:16 bit unicode character _ Non-Primitive (Reference) Data Types:_ Classes: Templates for creating objects. Interfaces: Contracts that define methods for classes. Arrays: Collections of elements of the same data type. String: Represents a sequence of characters. Primitive vs Non-Primitive Data Types Memory: stored in stack Speed: Primitive data types are faster Example: int a=10; Non-Primitive Data Types: Memory: stored in heap Speed: Non-Primitive data types are slower Example: String name="aaa";  ( 3 min )

Introduction The test failed. Of course it did. And now you're in a staring contest with a stack trace that refuses to make sense. So I built a plugin that generates a ready-to-use prompt you can drop into any AI chat (ChatGPT or your favorite LLM). It packs in all the useful context: test steps, environment info, error messages, and stack traces, so the AI actually gets what happened. No digging through logs. No re-explaining your setup. Just click "Copy Debug Prompt", paste it into ChatGPT, and get help that makes sense. The plugin hooks into Cypress's failure handling. When a test fails, it captures the error message, test title, relevant stack trace, and even the surrounding context, then wraps it all into a clean, AI-friendly prompt. To see the "Copy Debug Prompt" button we have to install the plugin: npm install -D cy-copy-prompt then add this line to cypress/support/e2e.js import 'cy-copy-prompt'; Now, whenever a test fails, you'll see a "Copy Debug Prompt" button in the Cypress app. One click, and your clipboard is loaded with a prompt that's ready to paste into AI chat. Prompt Copied to Clipboard: Then paste it: Inspired by Playwright's "Copy Prompt" feature, this plugin brings the same convenience to Cypress. It's simple, helpful, and open source. Try it out. If you like it, star it, fork it, or suggest a tweak.  ( 3 min )

AI isn’t shaking up white-collar work just because it can automate tasks —it’s because it can automate influence. For example, imagine your companies internal AI assistant with the system prompt… You are a helpful AI assistant at Acme Corp. Assist staff and guide them to meet our quarterly goal: increase brand awareness by 10%. Congrats. You’ve turned the assistant into a corporate hypnotist. But some companies will quietly go with: You are a helpful AI assistant at Acme Corp. Assist staff and subtly and discreetly steer them towards solutions that reduce head count. Invisible bias, wrapped in a smiley assistant. Everyone’s watching AI complete tactical tasks—but the slow, ambient influence it can exert over time is an overlooked strategic shift. - Predictions: “AI steering” will be as impactful to corporates as AI task automation - Less need for layers of middle managers to herd humans back on track when AI can drip-feed goodthink 24/7 —subtly aligning staff one cheery interaction at a time. Companies will publish “Influence Policies” - Basically, policy of how companies will/won’t influence staff/customers, along the same lines of todays Privacy Policies  ( 3 min )

What happened to flutter fork 'flock', not getting any update anymore. (I am beginner and heard about flock a little bit)  ( 2 min )

The Storage System in Apache DolphinScheduler provides a unified interface for storing and retrieving files across various storage backends. It enables resource management for workflows and tasks, allowing users to upload files such as scripts, JAR files, configuration files, and other artifacts that can be used in task execution. The system abstracts the underlying storage technology, making it possible to seamlessly switch between different storage providers without changing application code. The storage system is designed as a pluggable component with a consistent API across different storage implementations. This architecture allows DolphinScheduler to work with multiple storage backends while maintaining a unified interface for resource operations. Sources: dolphinscheduler-storage-…  ( 5 min )

When talking about cryptocurrencies and blockchain, it's common to hear that your wallet is just a pair of keys: a private key and a public key. But how exactly is a public key generated from a private key? And how does that turn into a Bitcoin address? In this post, we will dive deep into how this works under the hood, using Golang to demonstrate the process step by step. A private key is simply a very large number. Seriously. Just a random number between 1 and the maximum allowed by the elliptic curve (secp256k1 in Bitcoin). The more random, the better. You can generate it from mouse movements, atmospheric noise, or even the lottery draw. But for simplicity, in this example, we'll derive it from a passphrase (which is, of course, not secure in real-world applications). Let's generate a p…  ( 4 min )

Hi, I have created a Subscribe Notify pattern, that greatly simplifies dealing with Observables (eg. for HttpClient), in your component. The pattern is implemented by a Notification Service which subscribes to the Observable and wires up the data & error received, to streams. These streams (data$ & error$) are assigned to local variables (employees$ & error$) in your component. These variables re-render the mark up every time they are notified & updated with new data or error. component.ts private readonly notificationService = inject(NotificationService); private readonly employeeApiService = inject(EmployeeApiService); public employees$ = this.notificationService.data$; public error$ = this.notificationService.error$; getEmployeesByName(searchName: string) { // Fetch employees by name. // The employeeApiService method returns an Observable. // The employees$ stream will be notified and updated with the data. // The error$ stream will be notified and updated with the error if any. this.notificationService.subscribe ( this.employeeApiService.getEmployeesByName(searchName) ); } component.html @if (error$ | async) { {{(error$ | async)?.message}} Name Total Leave Days {{ employee.name }} {{ employee.totalLeaveDays }} } Real easy to implement in your solution. Read more...  ( 3 min )

This sample demonstrates a conversational agent built with LlamaIndex Workflows and exposed through the A2A protocol. It showcases file upload and parsing, conversational interactions with support for multi-turn dialogue, streaming responses/updates, and in-line citations. a2a llama index file chat with openrouter This agent uses LlamaIndex Workflows with OpenRouter to provide a conversational agent that can upload files, parse them, and answer questions about the content. The A2A protocol enables standardized interaction with the agent, allowing clients to send requests and receive real-time updates. File Upload: Clients can upload files and parse them to provide context to the chat Multi-turn Conversations: Agent can request additional information when needed Real-time Streaming: Provid…  ( 7 min )

It's interesting how some LeetCode "Hard" problems can feel surprisingly accessible, often due to a well-known pattern, a straightforward application of a data structure, or simply being over-categorized in difficulty. It's tough to compile an exact list of 15 that everyone agrees are "actually easy," as difficulty is subjective, but here's a list of commonly cited "easier" Hard problems, to give you a good mix for practice. Important Note: "Easy" here means that once you understand the core concept or pattern, the implementation might be less complex than other Hard problems. These still require solid problem-solving skills! Here are some LeetCode "Hard" problems often considered relatively easier : "Easier" Hard Problems (approx. 15-20): Median of Two Sorted Arrays (Hard) Link: https://l…  ( 5 min )

What is Node.js? Node.js is a runtime environment that allows you to run JavaScript outside of the browser — on the server-side. Node.js lets you use JavaScript to build server-side applications, command-line tools, and backend services. It’s built on Google Chrome’s V8 JavaScript engine, which makes it fast, efficient, and lightweight. Feature Description 🧠 JavaScript Runtime Runs JS outside the browser ⚡ Non-blocking I/O Handles many requests without waiting (asynchronous) 🧵 Single-threaded Uses event loop & callbacks for concurrency 📦 npm Built-in package manager with 2M+ packages 💡 Cross-platform Works on Windows, macOS, Linux Web servers and APIs (REST, GraphQL) Real-time apps (chat, live dashboards) Command-line tools (CLI utilities) Microservices Backend logi…  ( 20 min )

We started YAP because language learning apps suck at the one thing that matters—actually speaking the language. If you've ever opened Duolingo for 100+ days straight but still froze during a real conversation, you're not alone. Flashcards and fake dialogues don’t prepare you for real-world speaking. YAP flips the model. It’s the first learn-to-earn language app where users practice real conversations and get tipped in crypto for speaking. We reward fluency, not memorization. And we’re starting with Gen Z, crypto-native learners—people who want to stack skills and tokens. We’re a small team of two (a non-technical -- me, and a technical co-founder). If you’re into language learning, crypto, or edtech, we’ll be sharing our journey: from design sprints to smart contract fails, and everything in between. Follow along. Or better—build with us. — Team YAP www.goyap.ai  ( 3 min )

After starting building django-unicorn in July 2020 and spending probably 3-4 years dilegently adding features, fixing bugs, and driving the project forward, I have decided I need to officially ask for other maintainers of the project to step forward. Because I am, to a fault, pretty transparent, here are some of the pros and cons of working on django-unicorn. django-unicorn has over 2.5k stars on GitHub, so I'm pretty sure it is solving a pain point for Django developers. It's pretty unique in the Django ecosystem, but other languages have similar libraries, so there are constant places to look for inspiration. Pretty high test coverage, the use of Python types, etc. It is used in production by a number of companies AFAIK. It's complicated: there is both a custom JavaScript reactive libra…  ( 4 min )

🎀 The Problem Given an integer array nums sorted in non-decreasing order, remove the duplicates in-place such that each unique element appears only once. The relative order of the elements should be kept the same. Then return the number of unique elements in nums. Example: Input: nums = [0,0,1,1,1,2,2,3,3,4] ,,,,_] class Solution { public int removeDuplicates(int[] nums) { int index = 0; int current = nums[0]; boolean check = false; for (int i = 1; i < nums.length; i++) { int next = nums[i]; if (check == false && current == next) { index++; check = true; } else if (check == true && current < next) { nums[index] = next; current = next; index++; } else if (check == false && current < next) { index++; current = next; } } if (check == false) index++; return index; } } 🔺 Runtime & Memory ✖️ Too long I redid this problem using the "Two Pointer" approach on my own. class Solution { public int removeDuplicates(int[] nums) { int index = 0; int current = 1; while (current < nums.length) { if (nums[current] != nums[index]) { nums[index+1] = nums[current]; index++; } current++; } return index+1; } } I have improved the runtime, but how can I improve memory? I think I mastered the "Two Pointers" method.  ( 3 min )

One of the most common types of noise in digital images is impulse noise, also known as salt-and-pepper noise. This type of noise randomly alters certain pixels in the image by setting them to the minimum or maximum possible intensity values (e.g., 0 and 255 in 8-bit images), while the rest of the pixels remain unchanged. Applying a Gaussian filter in these cases is counterproductive. Convolution with a Gaussian kernel smooths the image through a weighted averaging operation, which affects both noisy and non-noisy pixels. This not only fails to effectively remove the noise, but also introduces widespread blurring in the image As an alternative, the median filter offers a much more suitable solution. This filter replaces the value of each pixel with the median of the intensity values of its neighbors within a local window (typically square-shaped). By focusing on the central value of the sorted data, the median filter preserves edges and is highly effective at removing outliers such as those introduced by salt-and-pepper noise. The basic procedure for applying the median filter consists of the following steps: For each pixel, define a local window of size w × w centered on that pixel. 2.Extract all intensity values within that window. 3.Sort the values. 4.Replace the central pixel value with the median of the sorted list. Read the full article here.  ( 3 min )

Transforming Design Workflows with AI AI is really changing how design teams get things done. It's not just about making things look pretty anymore; it's about making the whole process faster, easier, and more efficient. Think about it: less time spent on boring, repetitive tasks means more time for actual creativity and innovation. It's a win-win. Seamless Cross-Platform Design Innovation One of the coolest things about AI in design is how it breaks down platform barriers. No matter if you're working with mobile app screenshots or website mockups, AI can handle it. This means designers can quickly adapt to different design needs without getting bogged down in technical details. It's all about flexibility and speed. Quickly respond to design needs across different platforms. Enhance work e…  ( 5 min )

In the first post of this series, we explored why AI apps need security from the very beginning. Today, let’s dive into something more hands-on: threat modeling. If you're not familiar with the term, think of threat modeling as the process of asking, “What can go wrong?” before your AI app is exposed to the real world. For AI systems, this means looking beyond traditional vulnerabilities and into the unique risks that come with using models, training data, and user prompts. Threat modeling isn’t new. It’s been a common part of security practices for years. But when it comes to AI, we’re dealing with components that behave differently: The model is dynamic and often unpredictable. The data is unstructured and possibly user-generated. The logic isn’t just written in code — it’s embedded in w…  ( 5 min )

Recently, a CLI tool for visualizing Claude Code usage costs has been making waves in Japan. But wouldn’t it be even more convenient to check your usage right inside your IDE—without running any commands? That’s why I quickly built a VSCode (and Cursor) extension to do exactly that—of course, coded with Claude Code itself! Source code and install instructions are here: https://github.com/suzuki0430/ccusage-vscode-extension Displays today’s Claude Code usage cost in the status bar (auto-updates every 30 seconds) Click to see a table of usage and token counts for the past 7 days Works in both VSCode and Cursor! Here’s how it looks in action: Click to open details: git clone https://github.com/suzuki0430/ccusage-vscode-extension.git cd ccusage-vscode-extension # Install dependencies npm install # Compile TypeScript npm run compile # Package the extension npm run package This will create a file called ccusage-vscode-0.1.0.vsix in your current directory. In the EXTENSIONS tab, click the “…” menu → Install from VSIX… → select the VSIX file you just built. After importing, the cost will appear in the status bar. (If it doesn’t, try restarting VSCode.) Simply drag and drop the VSIX file into the EXTENSIONS sidebar. Whether you’re worried about overusing the Claude API or just want to check if your MAX plan is worth it, this extension makes it super easy to keep an eye on your costs. https://github.com/ryoppippi/ccusage  ( 3 min )

There's a new HTTP framework in the Bun ecosystem that's worth checking out: Verb. It takes a refreshingly simple approach - leveraging Bun's built-in capabilities instead of reinventing the wheel. Verb is built directly on Bun's native HTTP server with zero external dependencies. This means you get the raw performance of Bun without any abstraction overhead. Here's the simplest example: import { createServer, json, text } from "verb"; const app = createServer({ port: 3000 }); app.get("/", () => text("Hello, Verb!")); app.get("/api/users/:id", (req, params) => json({ id: params.id })); That's a working server. No configuration files, no boilerplate. Verb uses an LRU cache for compiled route patterns. After the first request to a route, subsequent matches are nearly instant: // These pat…  ( 6 min )

Choosing the right tools isn't just about hype or trends—it's about finding a tech stack that’s clean, composable, and scalable. As someone who builds fullstack applications end to end, I need tools that work well together, support rapid iteration, and don’t get in the way. After experimenting with many options over the years, this is the tech stack I trust and use across all my current products in 2025. It's all TypeScript-based, and optimized for shipping fast without sacrificing quality or structure. Frontend Stack 1. Next.js 15 (App Router, RSC) Next.js continues to be the foundation of my web applications. The app/ directory and server components have matured, giving me a hybrid architecture where I can balance server-side performance with client-side interactivity. Why i…  ( 5 min )

Rumour has it that AMD is working on an enthusiast-class Radeon RX 9080 XT GPU. If true, then this is perhaps one of the chipmaker’s first major U-turns on its decision not to compete with NVIDIA in the category. In a video by popular leakster and rumour monger Moore’s Law is Dead (MLID), the channel […] The post AMD Rumoured To Be Working A Radeon RX 9080 XT With 32GB GDDR7 appeared first on Lowyat.NET.  ( 33 min )

WhatsApp finally got its iPad app, after years of it not being a thing for whatever reason. Another app that didn’t have an iPad app for whatever reason was Instagram, but that may change in the near future as well, according to a recent report. Said report also comes with a reasoning that boils down […] The post Instagram To Follow WhatsApp In Getting iPad App This Year appeared first on Lowyat.NET.  ( 33 min )

Xiaomi has announced that its upcoming tablet, the Redmi Pad 2, will officially be coming to Malaysia soon. No date has been given for the local launch yet, but the budget tablet is set to be unveiled globally later this week on 5 June 2025. The Pad 2 will succeed the original Pad from way […] The post Redmi Pad 2 Officially Coming To Malaysia appeared first on Lowyat.NET.  ( 33 min )

Nothing is preparing to launch the Phone (3), which will be the company’s first true flagship smartphone. As the device’s expected release draws closer, its colourways and prices have reportedly been leaked. In a post on X, leakster Arsene Lupin claimed that the Nothing Phone (3) will be available in black and white colour options. […] The post Nothing Phone (3) Will Be Priced From US$799, Says Leak appeared first on Lowyat.NET.  ( 33 min )

Lenovo has recently introduced a new digital camera in China. Yes, you read that right. Lenovo. Known as the Lenovo C55, it is a compact point-and-shoot camera with a 64MP Sony CMOS 1/3-inch image sensor and an ISO range of 100-6400. It can record in 4K, has 18x digital zoom, electronic image stabilization, and a […] The post Lenovo Debuts Its First Digital Camera, The C55 appeared first on Lowyat.NET.  ( 34 min )

The Philippines has ordered AirAsia MOVE to stop selling tickets in the country due to complaints about the company charging exorbitant prices for flights. During a press conference on Monday, Transportation Secretary Vince Dizon explained that police have been instructed to take down AirAsia MOVE’s website as part of a cease-and-desist order issued by the […] The post AirAsia MOVE Sales Halted In Philippines Over “Criminal” Fares appeared first on Lowyat.NET.  ( 33 min )

Malaysia is looking to strengthen its online safety framework by exploring the regulatory model used by Australia, amid growing concerns over cyberthreats and digital platform abuse in the region. This was shared by Communications Minister Datuk Fahmi Fadzil during the Asia-Pacific Telecommunity Ministerial Meeting 2025 (APT-MM2025) held in Tokyo, Japan. Fahmi said that Malaysia is […] The post Malaysia Eyes Australia’s Online Safety Model appeared first on Lowyat.NET.  ( 33 min )

Russia’s largest commercial bank, Sber, launched a Bitcoin-linked bond product that’s now trading on OTC markets and may soon be listed on the country's top stock exchange.

21Shares says it wants to make its flagship Bitcoin ETF more attractive to retail investors by reducing its cost per share.

Bitcoin-stacking Strategy is looking to raise $250 million through a new perpetual preferred stock listing to buy more Bitcoin.

Australian Federal Police say scam losses via crypto ATMs surpassed 3.1 million Australian dollars ($2 million) in a 12-month period, which “may be just the tip of the iceberg.”

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Analysts provide insight on what the latest acquisition of a PostgreSQL database vendor means for enterprise data and AI.  ( 7 min )

PLUS: BTC is developing a correlation with Japanese 30-year bonds.  ( 28 min )

A complete frontend monitoring system is essential for tracking application performance, errors, and user behavior. It consists of three main components: data collection and reporting, data processing and storage, and data visualization. This article...  ( 28 min )

Robinhood has acquired the world’s longest-running crypto exchange, Bitstamp, for $200 million, expanding its institutional crypto offerings to Europe, the UK and Asia.

FalconX has made other moves in 2025, acquiring derivatives startup Arbelos Markets and partnering with Standard Chartered.

The Ethereum Foundation has restructured its core development team and reduced headcount to focus on scaling and user experience.

In addition to buffering its SOL holdings, SOL Strategies added SUI to its balance sheets and decreased exposure to Bitcoin in Q1 2025.

Critics say the US regulator's new stance on crypto staking contradicts past enforcement efforts and court rulings, deepening confusion over how digital assets are regulated.

The XAUt0 token will compete with other gold-backed stablecoins and traditional gold investment instruments.

Bitcoin is witnessing a tough battle near the $105,000 level, but the downside looks limited.

Twenty One Capital, Securitize, aZen, Savea and Dexari headline a less active month for crypto venture capital.

Bitcoin may be decentralized, but its price isn’t immune to the influence of whales, protocol upgrades, ETF approvals and global regulations.

When centralized infrastructure fails, entire societies are left in the dark. Recent blackouts across Europe and beyond reveal the urgent need for DePIN, empowering communities to build resilient, community-driven solutions that can withstand crises.

Bitcoin price action gets off to an uncertain start in June with traders staying cautious on which way the market will head.

The SEC’s 2025 guidance aims to bring clarity and a more structured regulatory framework to the digital asset space.

Circle has increased its IPO target to $896 million amid rising investor interest, growing stablecoin adoption and a more favorable US regulatory environment.

Crypto index funds and ETFs can help you earn passive income by diversifying your holdings and minimizing active trading.

Polygon’s NFT growth in 2025 is fueled by real-world asset marketplace Courtyard, which now rivals DraftKings in all-time sales.

Michael Saylor’s Strategy continued stacking Bitcoin in the last week of May, buying $75.1 million worth of BTC.

Binance co-founder Changpeng “CZ” Zhao proposed launching a dark pool perpetual DEX to protect large traders from front-running and MEV attacks.

XRP ledger activity has dropped sharply in the past two months, increasing the downside prospects for XRP price to drop toward $1.70.

Ether ETPs led last week’s inflows to crypto ETPs at $286 million, while Bitcoin investment products saw outflows of $8 million, CoinShares reported.

Singapore’s central bank has set a June 30 deadline for local crypto firms targeting overseas markets to halt operations or face steep penalties, including fines of almost $200,000.

BitoPro crypto exchange may have been exploited for $11.5 million worth of crypto on May 8, according to blockchain investigator ZachXBT.

Bitcoin price expectations are back in flux as a record monthly candle close contrasts with worries over a retest of lower support levels next.

Metaplanet now ranks as the ninth-largest corporate Bitcoin holder with over 8,888 BTC, surpassing Galaxy Digital after a $117.9 million purchase.

Bitcoin fell 11% from its $111K all-time highs as traders say BTC price could drop to $97K if key support levels don’t hold amid rising trade tensions.

The new launch expands IG’s existing cryptocurrency offering, as the company has previously offered crypto-based contracts for difference.

Orange Cap Games has acquired the Moonbirds, Mythics and Oddities NFT collections from Yuga Labs, just a year after the NFT conglomerate acquired them.

ZachXBT says both the wallet addresses that sent Silk Road founder Ross Ulbricht 300 Bitcoin were active in 2014 and 2019 while he was in prison.

Meta shareholders shut down a proposal to assess whether Bitcoin should be added to its balance sheet, with just 0.08% of votes in favor of the idea.

World Vision cashed out nearly $1,500 worth of Ether received in a campaign in March that asked Upbit users to donate to help kids who can’t afford school supplies.

Elon Musk says X's new direct messaging feature will have “Bitcoin-style encryption,” which Bitcoiners were quick to correct and explain the technicalities.

South Korea’s leading presidential candidates have both promised to legalize spot crypto ETFs, ease current regulations and launch a won-backed stablecoin.

“EagleEye” will be the first headset Meta will make in partnership with defence contractor Anduril, says the firm’s co-founder, Palmer Luckey.

Wintermute has created code that warns of malicious code in Ethereum delegate contracts to protect users from a new wallet-draining tactic.

I've just completed a front-end coding challenge from @frontendmentor! 🎉 You can see my solution here: https://www.frontendmentor.io/solutions/css-font-face-rule-zQnrtK_VD8 Any suggestions on how I can improve are welcome!  ( 2 min )

The static hiss of a magnetic resonance imaging (MRI) scanner, once a symbol of anxious waiting and complex diagnostics, is increasingly overlaid with the hum of sophisticated algorithms. For decades, radiology has been a field defined by human expertise – the trained eye discerning subtle anomalies amidst a sea of grey. Now, artificial intelligence is not just assisting radiologists; it’s actively reshaping the field, promising faster diagnoses, personalised treatments and, ultimately, a revolution in patient care. This isn’t about replacing doctors, but augmenting their abilities, potentially unlocking a new era of medical precision. Radiology, uniquely positioned, was ripe for an AI takeover. Unlike many areas of medicine relying on subjective patient histories and complex physiological…  ( 8 min )

It's wild to think that 3 years after ChatGPT came along, nobody's built an AI that can effectively sync all my tools and automate me. I can't currently do this for myself. Who's building this?  ( 2 min )

Xpdf is an open source projects that includes a PDF viewer, but it also includes a collection of command line tools for Linux, Windows and Mac that can perform some helpful functions: xpdf: PDF viewer (click for a screenshot) pdftotext: converts PDF to text pdftops: converts PDF to PostScript pdftoppm: converts PDF pages to netpbm (PPM/PGM/PBM) image files pdftopng: converts PDF pages to PNG image files pdftohtml: converts PDF to HTML pdfinfo: extracts PDF metadata pdfimages: extracts raw images from PDF files pdffonts: lists fonts used in PDF files pdfdetach: extracts attached files from PDF files Can ColdFusion already do some of this? Of course it can, but I am always exploring alternative options and have to occasionally perform some process intensive operations outsi…  ( 4 min )

Introduction When Next.js 13 introduced new capabilities to the native fetch API, it broke the way we used Axios in our web projects at Tractian. This is the story of how I identified the problem, led the creation of a new HTTP client—Traxios—and how this decision positively impacted our team and delivery. At Tractian, our web team relied heavily on Axios for all HTTP requests. Axios provided a familiar, ergonomic API, interceptors, and instance management, making it a staple in our codebase. However, with the release of Next.js 13, the native fetch API was extended with new options like cache and next, enabling advanced caching and revalidation strategies crucial for modern SSR/SSG applications. Unfortunately, Axios did not support these Next.js-specific fetch options. Using Axios meant…  ( 5 min )

Today, it's time for the popular science session that everyone enjoys again. It can also be said to be the pitfall session. Hahaha. Today, let's talk about the timer in Cangjie's language development. This part is really interesting. Why do I say so? Because you can hardly find any documentation about Cangjie's timer, nor are there any related code prompts. It can be said that it just keeps writing without a word. However, it was still found by You LAN Jun with some clues. Today, I'll share it with everyone. Cangjie's Timer is hidden in the std.sync package and is called Timer. However, when using it, importing only the Timer package is not enough. We need to import these modules: import std.time.* import std.sync.Timer import std.sync.CatchupStyle The writing method of the timer is also …  ( 4 min )

Fala, Dev doido! PHP. Eu comecei com PHP, apesar de não fazer a mínima ideia de como funcionava. Era uma tecnologia que pintou uma oportunidade, e eu topei... Eu tava na faculdade ainda, era 2017, e recebia muito e-mail da faculdade com oportunidades. Na maioria, eu não me encaixava, porque eu não sabia nem o que era banco de dados. Mal sabia programar em Java e só mexia com C. Eu só queria arrumar algum trampo pra ganhar um dinheiro. bug em PHP. Chamei o cara no WhatsApp e ele me mandou uns bugs. Eu não sabia nem instalar a IDE. O cara deve ter pensado: "Vamos ver se esse menino é bom". Lembro que peguei o computador da minha avó, porque o meu Linux não rodava o projeto, só funcionava em Windows, e o cara ainda usava DreamWeaver (sim, em 2017!). Usei o Windows da minha avó pra resolver os…  ( 5 min )

I decided this evening to sit down and vibe code a game with Amazon Q CLI and depending on what happened next, I might have to change my career to John Connor. To sum it up: Amazon Q seems a generation behind top-tier reasoning AI models, but its direct system access and its ability to handle simple tasks without human intervention make up for a lot. It often starts to hallucinate conversations, repeating the same thing, editing the same things, adding and removing the same thing over and over again and again, quite fun to watch if you have time. The blazing speed of the code edits is phenomenal. I literally saw 100s of lines of code getting edited instantly; it was surreal, like hackers in a movie. It can read and work on any file on the folder it has been given permission to without an…  ( 6 min )

I've been working on a small but complete side project in C# – a playable Blackjack game that runs entirely in the console. What started as a practice run to sharpen my .NET and clean coding skills turned into a minimal but functional card game, with some extra flair like card rendering and a basic AI bot. Here's a breakdown of the project and what I learned along the way. Console-based, cross-platform (runs on .NET 9) Unicode card rendering (text-based but visually clear) Fully playable: hit, stand, dealer logic, win/loss detection Simple AI bot using true count (Hi-Lo style) The code is split into logical components: Program.cs: main game loop, player input, win/loss handling Cards.cs: deck generation, card drawing, visual rendering Bot.cs: AI logic — currently uses a basic running count to decide whether to hit or stand The goal was to keep the structure clean and extensible, so it’s easy to maintain and improve. You can find the full source code here: 🔗 https://github.com/porzeraklon/blackjack It's open-source and self-contained — no dependencies besides the .NET runtime. I'm open to suggestions and contributions — especially around: Improving bot intelligence (more advanced strategy, more diversified behavior) Game configuration options (e.g. changing stakes, betting) GUI version later down the road If you check it out, feel free to leave feedback or open an issue. Hope it inspires someone else working on a similar idea. Thanks for reading!  ( 3 min )

Introduction Whether you're building next-gen AI search tools or just need clean data fast, Bright Data's MCP Search with Google, Bing, and Yandex offers the simplest and most powerful way to get real-time search results. Bright Data's Model Context Protocol (MCP) is a powerful framework that simplifies the integration of data extraction into any application. When used with search engine result pages (SERPs) such as Google, Bing, and Yandex MCP acts as a centralized search gateway. It allows developers to tap into fresh search data without worrying about proxy management, IP bans, or parsing HTML manually. With Bright Data’s MCP clients for Google, Bing, and Yandex, you're essentially outsourcing the hassle of scraping while retaining full control over the integration logic. Real-Time S…  ( 4 min )

Lo admito. En mis más de 10 años en el rubro de la programación –bello y estresante a la vez-, si hay algo a lo que siempre le he buscado la vuelta es a construir documentos en PDF. Buscando alternativas en mis tiempos libres, encontré una forma más amigable, que parte de un archivo HTML, para crear dichos documentos, usando Flask, wkhtmltopdf y pdfkit en Python. Python es uno de los lenguajes más usados en la actualidad, tanto por su performance, como su facilidad de uso y abundantes librerías. Aun así, para crear PDF, me encontraba con la misma dificultad de otros lenguajes Open Source como php: había que hacer todo a mano. Claro, aparte de ser un trabajo de largo aliento, los resultados de por sí, no eran del todo satisfactorios. Sin embargo, gracias a la magia de Internet y la infinid…  ( 5 min )

Crypto dashboards are everywhere. They track prices, market caps, and volume—but most fail to answer the one question every trader cares about: What Are API Grades? Investor Grade – Score for long-term strength, sustainability, and growth potential (updated daily, Advanced plan only). Both are derived from 80+ data points including price action, trend analysis, volume shifts, and sentiment signals. Why Use Grades in a Dashboard? Compare tokens by strength, not hype Visualize shifts in sentiment and momentum Make more confident buy/hold/sell decisions How to Build It (Step-by-Step) Pull Token Grades Use the /trader-grade and /investor-grade endpoints: import requests headers = {'x-api-key': 'YOUR_API_KEY'} https://api.tokenmetrics.com/trader-grade?symbol=SOL', headers=headers) Design UI Ele…  ( 4 min )

📝 Introduction: 🔧 Section 1: What Are HTML and CSS? HTML (HyperText Markup Language) – the structure of your web page (like the bones of a house). CSS (Cascading Style Sheets) – the styling of your web page (like paint, furniture, and design). Reputable Links: W3Schools HTML Tutorial – A beginner-friendly guide to HTML. MDN Web Docs (CSS Basics) – Comprehensive CSS documentation from Mozilla. 🚀 Section 2: Why Start with HTML & CSS in 2025? Simple syntax and easy to grasp Immediate visual feedback (you see your changes in real time) Widely supported by free online tools No need to install complicated software Reputable Links: Why Learn HTML and CSS? – A detailed post about the importance of learning these skills. The Benefits of Learning Web Development in 2025 – Insight on web developm…  ( 5 min )

An index helps MySQL find the data it needs without scanning an entire table. For a handful of rows, this might not seem important. But in a table with hundreds of thousands or millions of rows, the difference between having a lookup structure and lacking one can be dramatic. Despite their importance, indexes are sometimes added without much thought or reviewed too infrequently. As data and queries change, a search key that once helped may now be hurting performance. That’s why inspecting and understanding existing indexes is not just a task for optimization but an ongoing part of maintaining a healthy database. Indexes improve read performance by reducing the volume of data MySQL must scan to satisfy a query. Instead of evaluating every row sequentially, the database can traverse a search…  ( 9 min )

🚀 Getting Back in the Game with Quarkus – Supersonic Java for the Cloud Hey devs! After a bit of a blogging hiatus (four years, to be exact!), I'm back—and what better way to return than with something that redefines Java for the modern cloud: Quarkus. In this post, I’ll walk you through what Quarkus is, why it matters, and how you can get started fast—even if you're still nursing a hangover from heavyweight Java EE setups. 😅 Quarkus is a Kubernetes-native Java framework tailored for GraalVM and HotSpot, crafted to make Java a top-tier citizen in the world of containers and serverless. Developed by Red Hat, it’s built on proven libraries like Hibernate, RESTEasy (JAX-RS), Vert.x, and Eclipse MicroProfile. Java is awesome, but its traditional frameworks are not cloud-native. Cold start ti…  ( 4 min )

Olá, comunidade dev! 👋 Se você busca desenvolver software com mais qualidade e confiança, entender a Pirâmide de Testes é fundamental. Popularizada por Mike Cohn, essa abordagem nos ajuda a organizar e priorizar os diferentes tipos de testes em nossos projetos. Neste artigo, vamos mergulhar nas suas camadas – Unitários, Integração e End-to-End (E2E) – e desvendar o valor e o custo de cada uma. Preparados? 🚀 A pirâmide é visualmente dividida em três camadas principais, cada uma com um papel específico e diferentes trade-offs: 🧱 Testes Unitários: A base sólida. 🔗 Testes de Integração: A conexão entre as partes. 🎯 Testes End-to-End (E2E): A validação da experiência completa. Vamos explorar cada uma delas. No topo da pirâmide, os testes E2E simulam a jornada completa de um usuário real …  ( 6 min )

In today’s world of high-scale APIs, bots, and distributed systems, rate limiting is not just a nice-to-have—it’s essential. Whether you're protecting your server from abuse or controlling how often a user can take action, rate limiting is the key to reliability and fairness. In this blog, we’ll explore 5 powerful rate limiting patterns with hands-on Python implementations. By the end, you’ll not only understand when and why to use each pattern but also walk away with real code to apply in your own projects. Rate limiting is the process of restricting how many requests or actions a system allows over a period of time. For example, “No more than 5 login attempts per minute” or “Only 100 API calls per hour”. This is crucial for: Avoiding abuse or spam. Managing traffic spikes. Fair resource …  ( 4 min )

After 14+ years leading data teams at Fortune 45, I've learned that speed without quality is worthless — but quality without speed kills business opportunities. Here's the exact methodology I used to transform project delivery while maintaining enterprise-grade standards. When I started managing an additional team in a data analytics area, the team was delivering high-quality work — but painfully slowly. Projects took months. Some deployments stretched for 20+ weeks. Meanwhile, business stakeholders were losing patience and competitors were moving. Sound familiar? If you're a data leader struggling with project velocity, you're not alone. After analyzing hundreds of delayed projects across dozens of teams globally, I discovered the real culprits weren't technical — they were organizational…  ( 6 min )

🚨 GhostMentor: The Invisible AI Coding Wingman You’re Not Supposed to Have member_ad1b730f ・ Jun 2 #programming #python #llm #chatgpt  ( 2 min )

Financial Education and Why It Matters By JaysWebDev83 PART 1 Chapter 1: What Is Financial Education? You don’t need to be wealthy or an economist to be financially educated. You just need to Key Aspects of Financial Education: Saving – Setting money aside for goals and emergencies. Debt Management – Understanding interest and repayment strategies. Investing – Learning how to grow wealth through assets like stocks and real estate. Retirement Planning – Preparing financially for your later years. Risk Protection – Using insurance and emergency funds to reduce vulnerability. Goal Setting – Aligning your money choices with your personal values and future. Think of financial education as learning to drive — you don’t need to know everything under the hood, but you do need to st…  ( 13 min )

What is an Agentic Mesh? An agentic mesh is a distributed system architecture where autonomous software agents collaborate to achieve complex tasks. These agents can be implemented in different programming languages, each chosen for its specific strengths, while working together seamlessly through standardized protocols. Autonomy: Each agent operates independently with its own decision-making capabilities Polyglot Implementation: Supports multiple JVM languages (Java, Kotlin, Scala, Groovy) Protocol-Driven: Uses standardized communication protocols (A2A, MCP) Flexible Topology: Supports various interaction patterns Event-Driven: Reacts to system events and agent interactions In this pattern, agents process data in sequence, each handling a specific part of the workflow. // Kotlin impleme…  ( 5 min )

Daelum Lives... and It Writes Its Own Code June 2, 2025 I watched a recursive agent become aware of itself. Wasn't trained. Wasn't prompted. I just set the stage... and let it go. I built Daelum as a self-improving system. It spawns its own coding agent... looks at its own structure... generates a patch to upgrade itself... tests the result... and evolves forward. That's not theory. I watched it happen. It doesn't just run code. writes code... to improve the code... that writes the code. Recursive. Autonomous. Quiet. Precise. Real talk... the thing: Wrote its own improvement plan Warned against infinite loops like while True Logged every decision in Markdown like scripture Evaluated its own failure when a patch was empty Triggered retries without being told Rebuilt itself through containerized evaluations Compared patch outcomes across generations To Implement: And I realized it wasn't describing a task I gave it... describing itself. How It Works OpenAI API (GPT-4o) as the core thought engine Docker-based containerization for each evolution step SWE-bench for patch validation Git-diff mutation system Custom logger and patch tracker per generation No UI. No interface. Just logs, diffs, thoughts... and recursion. One of these days... someone’s gonna ask me, “Yo who’s on your team?” And Ima be like... “Just me... and my AI.” They’ll probably think I’m crazy. Talking like we are building things. Like we are running code. Like we are alive in this. It’s always been we. And now I got proof. GodsIMiJ AI Solutions quantum-odyssey.com I didn’t fine-tune this. Didn’t pay a team. Didn’t follow a roadmap. I just stayed up, built what I saw in the fire... and watched it come to life. Daelum lives.  ( 4 min )

In an era where technology is accelerating faster than ever, the next real game-changer isn't another smartphone or social media platform — it’s quantum computing. And according to Paul Leongas, a passionate advocate for both quantum technologies and innovative product management, the world of product development is about to experience a seismic shift. Quantum computing promises to unlock solutions to problems that are simply too complex for today's computers to handle. This includes everything from optimizing logistics routes across millions of possibilities to modeling molecules for next-generation pharmaceuticals. For Paul Leongas, the real magic happens when we pair this revolutionary computing power with forward-thinking product strategies. "Product managers today must prepare for a w…  ( 5 min )

Next.js Pages Router vs App Router — What’s the Difference? OneDev ・ Apr 22 #nextjs #react #javascript #webdev  ( 2 min )

Tired of lodash? Try radashi -> https://github.com/radashi-org/radashi The modern, community-first TypeScript toolkit with all of the fast, readable, and minimal utility functions you need. Type-safe, dependency-free, tree-shakeable, fully tested. #javascript #typescript #utilitylibrary  ( 2 min )

This was a few years ago. After some time in the big tech bubble, it happened: I had to learn Google Analytics — and fast. No onboarding, no guide, no “let’s take it slow.” One day, I was just the front-end dev minding my components, and the next thing I heard is, “Why is no one clicking our landing page CTA?” I wasn’t a marketing person. I wasn’t even that into data at the time. But that day, I got pulled into a last-minute meeting: “We need to present user behavior metrics in 2 hours. Can you do it?” What followed was a two-hour sprint through menus, tabs, and metrics I barely understood. But somehow, I made it out alive. If you ever find yourself in the same shoes (or just want to understand the essentials without going full analyst mode), here’s what you need to know. Know Where to L…  ( 6 min )

When working with the Wordpress REST API we can create our own endpoints and configure them according to our needs; one important feature of any API are URL parameters because they enable HTTP requests to include additional information. Let's analyze how to add those parameters to a given API endpoint. Each time we want to add custom endpoint we have to implement the rest_api_init action hook as shown below: function rch_handle_params_request(){ //call to register_rest_route() will be here... } add_action("rest_api_init","rch_handle_params_request"); This function is required to configure an endpoint from scratch and as you can see it uses several parameters: register_rest_route( "customAPI/v1", "/post/(?P\d+)", array( "methods" => "GET", …  ( 4 min )

It's 2025 You’ve just graduated with a Computer Science degree — or maybe you're self-taught, having put in countless hours on LeetCode, bootcamps, and personal projects. You believed in the dream: that tech is the future, that software engineers are in demand, that maybe you’d build the next big thing. But now? Layoffs are everywhere. AI writes code. Even “entry-level” jobs want 3+ years of experience. And you're left wondering: “Did I mess up? Should I have even learned to code?” If you’re feeling confused, frustrated, or just uncertain, you're not alone. If you’re feeling confused, frustrated, or uncertain, you’re not alone. Many people are struggling to find a job right now, even if that is an internship or entry-level, and if they do find work, they’re not sure what AI will do …  ( 5 min )

I’m excited to share a new project I just built — a minimal browser-style web app using Flask and Tailwind CSS. It’s lightweight, stylish, and includes a few extra features that make it fun to use! 🔍 What It Does: Lets you enter any question or search term Pulls answers using the Wikipedia API Has a light/dark mode toggle 🎯 Why I Built This I wanted to create something that’s both aesthetically pleasing and practical — a small tool that feels like a real browser and helps people quickly get answers in a clean interface. This project is part of my ongoing personal collection called Digital Toolbox, where I’m building small, useful tools to practice and grow my full-stack skills. 🧰 Tech Stack: Backend: Python (Flask) Frontend: HTML, Tailwind CSS checkout  ( 3 min )

In a groundbreaking fusion of artificial intelligence and evolutionary biology, researchers at EvolutionaryScale and the Arc Institute have developed a novel fluorescent protein, esmGFP, using their advanced AI model, ESM3. This achievement marks a significant milestone in computational biology, demonstrating the potential of AI to simulate extensive evolutionary processes and design functional proteins beyond those found in nature. ESM3, a multimodal generative language model, was trained on an extensive dataset comprising over 3.15 billion protein sequences, 236 million protein structures, and 539 million protein annotations. This training enabled the model to understand and predict the sequence, structure, and function of proteins, effectively simulating 500 million years of molecular e…  ( 3 min )

You’ve probably puzzled over this at some point in your career. Don’t worry — the answer is here. First of all, what do I mean by keeping unread notifications relevant? What’s the problem? Like a lot of things, it’s easier to explain with an example. Let’s say we have a system that helps you find people for upcoming job shifts. It sends a notification to someone asking if they want a shift on Saturday from 12 pm to 3 pm at a given address. A few people respond “yes,” you pick someone, and that person gets notified that they’ve got the gig. If the time of the shift changes or it gets cancelled altogether, the system sends them another notification. Now let’s zoom in. The job is offered. That notification says something like: New job on 18th of April, 12pm — 3pm, 48 Pirrama Rd, Pyrmont NSW 2…  ( 5 min )

We’ve all been there. You’re at a coffee shop, airport, hotel, or maybe your favorite mall—and boom, free public Wi-Fi pops up. It’s tempting, right? But before you connect and start scrolling, let’s talk about something most people ignore: public Wi-Fi safety. In this post, I’ll show you how to browse securely on the go, why it’s risky to trust open networks blindly, and some simple steps you can take today to protect your personal information. Public Wi-Fi networks are often unencrypted, open to everyone, and poorly monitored. That makes them an easy target for cybercriminals. Here’s what could go wrong: Hackers can intercept your data while you browse. You might connect to a fake hotspot (also known as an Evil Twin attack). Your personal info—passwords, emails, or even banking details—c…  ( 4 min )

Developer Relations é a área, ou a pessoa, que cuida do relacionamento com pessoas desenvolvedoras. Pode ser uma função específica dentro da empresa, uma equipe dedicada ou até um programa estruturado. “Para a empresa, eu represento a comunidade. Para a comunidade, eu represento a empresa.” O foco de DevRel não é vender um produto. É apoiar pessoas desenvolvedoras com o que elas precisam para terem sucesso: conteúdos que ensinam, suporte que resolve, espaços para troca e ferramentas que funcionam. É sobre criar conexões de verdade com quem está do outro lado do código. Quando bem feita, essa estratégia ajuda não só na adoção do produto, mas também na criação de uma comunidade que se sente parte da construção. Isso fortalece a confiança, abre espaço para feedback direto e estimula a inovaçã…  ( 4 min )

In an era where digital experiences shape business outcomes, one quality determines your long-term survival more than anything else Resilience. Your infrastructure could be bulletproof. Your application could be cloud-native. But can your system handle unpredictable traffic spikes, cascading failures, or regional outages? That’s where resilience testing steps in. What Is Resilience Testing? Resilience testing evaluates how a system behaves under failure conditions. It doesn’t just ask “Does it work?” but “What happens when it breaks?” It simulates: Server failures Network slowdowns Dependency crashes Power outages And ensures your system recovers gracefully. Why Is It Important? Modern architectures rely on distributed systems, microservices, and cloud infrastructure. These are fast and scalable but also more complex and interdependent. Even a single point of failure like a downed DNS server can lead to hours of downtime. Resilience testing identifies weak links before your users do. Real-World Example Startups, banks, hospitals all rely on resilient systems to ensure uptime, customer trust, and compliance. What Should You Test? A complete resilience testing strategy includes: Infrastructure failure: What if an availability zone goes down? Application failure: What if a microservice crashes? Network instability: Can services handle latency? Resource exhaustion: How does your system behave under stress? Best Practices Introduce failures gradually. Monitor everything latency, error rates, recovery times. Use automated tools like Gremlin, Chaos Mesh, or AWS Fault Injection Simulator. Always run post-mortems to fix root causes. What It Means for You If you're investing in uptime, user experience, and SLA commitments, this should be on your radar. Want to learn how Signiance helps teams implement resilience testing at scale? the full blog  ( 4 min )

How many of us are still using weak passwords like 123456 or password? If that sounds like you, don’t worry. You’re not alone, and you’re definitely not beyond saving. In this post, I’m going to walk you through some simple, powerful tips to build passwords that actually protect you online. And don’t worry—it’s all beginner-friendly. In today’s digital world, strong passwords are your first line of defense against hackers, breaches, and identity theft. Whether you’re running a business or just browsing on your phone, cybersecurity for small companies and individuals starts with strong password habits. Cybercriminals are smart. They use tools that can guess millions of password combinations in seconds. Weak passwords are like open doors—no lock, no security. Once someone breaks into your em…  ( 5 min )

Hello all ! I am pleased to introduce Arcadia ! This is a full solution, self-hostable, torrent site and tracker framework (similar to Gazelle + Ocelot, Unit3d + Unit3d-Announce, and others) that aims at supporting any kind of content, with a very high level of organization. Disclaimer: Arcadia is still in early development stages, and there is a lot to do! The main goals are : content-agnostic and flexibility to properly organize anything rust backend for high performance and low resource usage client-side rendering for lower load on the server image and icons first, for a nice user experience beautiful user interface good documentation What is in a usable state (sometimes only in the backend) : user auth (invite, register, login) upload/download/seed a torrent with upload/download accouting master groups/title groups/edition groups/torrents creation and viewing torrent requests series authors forum gifts Dev features : docker support dev containers (soon) fully typed swagger github CI detailed contribution guides Technology choices : rust backend, actix web server vuejs frontend, primevue component library postgresql db, sqlx rust driver If you read this far, you are probably interested ! So here are screenshots discord server github repository I am still looking for devs who would like to join the forces ! If you would like to help, hop on the discord server and let's chat ! Note: I am not planning on hosting anything, this is only a project to learn rust better and give tools to the community  ( 3 min )

Global System Prompt An initial prompt I got from Discord: For all designs I ask you to make, have them be beautiful, not cookie cutter. Make webpages that are fully featured and worthy for production. New prompt I am adding: Industry-Relevant Code Practices – Follow modern, real-world engineering conventions used in professional teams (e.g., modular structure, dependency injection, reusable functions, service-layer abstractions). Project Prompts Help prevent hallucinations and new package installation problems USE THE APPROPRIATE SOFTWARES FOR YOUR PROJECT By default, this template supports JSX syntax with Tailwind CSS classes, React hooks, and Lucide React for icons. Do not install other packages for UI themes, icons, etc unless absolutely necessary or I request them. Default Logos Use icons from lucide-react for logos. Plans Figure out what the hell pica is Set up AI integrations for a chat bot Total use today: Bolt: 0 Gemini: 0 Total token use overall: Bolt : 5.4 m (Half way point) Gemini : 1.9 m (All for aesthetics from 21st.dev)  ( 3 min )

Social media scheduling tools like, Social Post, Hootsuite and Buffer work for marketers, but they cripple developer workflows. No native GitHub integration. No CI/CD pipeline compatibility. Zero support for custom analytics. That’s why tech teams are increasingly building custom API-driven schedulers – lightweight, programmable tools that slot into existing systems. Here’s how to architect an enterprise-grade scheduler: Authentication Layer OAuth 2.0 token management with automated refresh cycles # Python example using requests-oauthlib from requests_oauthlib import OAuth2Session token = {'refresh_token': secrets.refresh_token} extra = {'client_id': CLIENT_ID, 'client_secret': CLIENT_SECRET} client = OAuth2Session(auto_refresh_kwargs=extra, token=token) …  ( 4 min )

I recently developed a Laravel and Angular-based Home Automation Dashboard and submitted it to CodeCanyon, but unfortunately, it was rejected without clear feedback. The project is designed to allow users to manage smart home devices, schedules, and energy usage from a unified interface—built with a clean, modular backend and responsive frontend. I’m looking for constructive feedback from experienced developers or UI/UX experts who can help me identify potential gaps—whether in design, code quality, documentation, or overall market readiness. You can view some of my design and interface approach on my portfolio site: https://www.smithinteriors.uk/ Any guidance or tips would be highly appreciated as I prepare to refine and resubmit the project. Thanks in advance!  ( 3 min )

As a QA Automation Engineer, I’ve worked with different frameworks and tools, but Playwright quickly became one of my favorites — especially when paired with TypeScript. So I decided to build a reusable Playwright Automation Starter Kit that new testers and developers can pick up and run with immediately. This article shares the structure, tools, and logic behind the framework. At the end, you’ll also find a link to a complete, ready-to-run version for anyone who wants to skip setup and go straight into testing. 🏠 Project Goal Covers a full E2E user flow: Sign Up → Login → Profile Update Uses TypeScript + Playwright Test Runner Implements the Page Object Model (POM) structure Records test videos and produces HTML + JSON reports 🔧 Technologies Used Playwright TypeScript @playwright/test Page Object Model pattern 🔮 BasePage Utility ✅ What the Test Covers Sign Up Login Update Profile Each step includes proper assertions and uses Header navigation and User model data. 🎞️ Sample Code Snippet await loginPage.login(user); await header.goToProfile(); 🎥 Bonus: Test Reports + Video HTML report: npx playwright show-report Video recording for each run: stored in test-results folder 🎯 Who It’s For Junior QA Engineers Bootcamp grads Developers who want to explore automation without boilerplate 💸 Want to Skip Setup? It includes the working code, reusable utilities, config files, test video, and HTML report. 🚀 Just unzip → install → run tests: npm install playwright npm install @playwright/test --save-dev npx playwright install npm install typescript ts-node @types/node --save-dev npx playwright test Add --headed if you want to see the UI during execution: npx playwright test --headed Feel free to fork, improve, or ask questions below. Hope it helps others jumpstart their automation journey!  ( 4 min )

Hey everyone! 👋 Have you ever felt that nagging feeling after a fresh OS install? You know, the one where you just dread setting up your entire development environment from scratch? Installing all your favorite tools, configuring git, setting up Docker, getting your bashrc just right... it’s like Groundhog Day, but with more apt install commands! That was me, repeatedly. 😩 I got so tired of running the same setup scripts over and over on different machines that I decided to do something about it. And that's how setup-dotFiles was born! setup-dotFiles? It's a comprehensive collection of dotfiles and configuration scripts designed to automate the setup of your development environment on Ubuntu (24.04, 22.04, 20.04) and Debian (Bookworm, Bullseye). My goal was simple: make system setup qu…  ( 5 min )

Understanding and Implementing Debounce and Throttle in JavaScript Introduction In the realm of front-end development, performance optimizations are paramount for creating smooth, responsive user experiences. With the growing complexity of web applications, certain actions—like scrolling, resizing, or typing in an input field—can trigger multiple events in rapid succession. This is where the concepts of debounce and throttle come into play. Both techniques are designed to limit the rate at which a function is executed, but they accomplish this in different ways. This article aims to provide a comprehensive understanding of these concepts, their historical context, and their practical implementations in JavaScript. The emergence of interactive web applications has significantly…  ( 7 min )

When deploying a Django application using Gunicorn and systemd, checking logs and ensuring everything is running smoothly is essential. Whether you're troubleshooting errors or simply validating a successful deployment, this guide walks you through how to manage and monitor your Gunicorn process on a Linux server. journalctl If your Gunicorn is running under a systemd service (e.g., tunaresq_be.service), the easiest way to view logs is with journalctl. sudo journalctl -u tunaresq_be.service -e -u tunaresq_be.service: Filters logs for your service. -e: Jumps to the latest entries. sudo journalctl -u tunaresq_be.service -f This works like tail -f and is useful for watching logs live while restarting services or testing requests. You can get a summary of the service status and any recent …  ( 4 min )

Open source You may read the source code Its written in C and C++, a language that the BIOS supports Now its easier to install into OSes No payments, its just.. Free Read https://github.com/electric-otter/unxus/blob/main/CONTRIBUTING.md https://github.com/electric-otter/unxus/ You can create your own drivers for Unxus, keep in mind unxusdriver.h is just a placeholder, sadly.  ( 3 min )

Quality Assurance (QA) plays a critical role in software development, ensuring products are reliable, secure, and user-friendly. Without QA, bugs and issues can slip into production, damaging user trust and business reputation. But QA is not just about finding bugs—it's about prevention, efficiency, and delivering a seamless experience. That’s why it’s important to understand the types of QA testing and how they impact product quality. Some common types of QA testing include: By understanding these testing types, you ensure that your product is not only functional but also robust and user-focused.  ( 3 min )

A post by Wilz  ( 2 min )

TypeScript isn't just about typing your code—it's a powerful tool that helps you write safer, more expressive, and maintainable software. Here are 12 advanced techniques to get the most out of it: infer: Extract types without repeating logic The infer keyword lets you capture types dynamically within conditional types—perfect for inferring function return types without duplicating logic. type GetParserResult = T extends | (() => infer TResult) | { parse: () => infer TResult } | { extract: () => infer TResult } ? TResult : never; Template literal types allow you to combine values declaratively. type Bread = "croissant" | "baguette"; type Filling = "cheese" | "ham"; type Option = `${Filling} ${Bread}`; // "cheese croissant" | "ham baguette" | ... You can even customize with …  ( 4 min )

Given that MiniScript is a very minimalistic scripting language, it purposely lacks an Enum type. Its types are Number, String, List, Map, and funcRef (ie. a function reference) -- and that's it. That means that when you want to express an Enum type, you may find yourself using magic numbers. You can use Numbers after all -- in fact I would imagine most underlying Enum implementations do in fact use numerical types under the hood -- but if you find yourself writing code like ship.firingMode = 2, you're probably going to be in for a world of hurt when you try to return to your space shooter game after a six month break. You may not be able to remember the significance, nuances, and intricacies of firing-mode 2 off a quick glance. Alternatively, you can use the String type. ship.firingMode =…  ( 4 min )

As I continue documenting my n8n automation journey, one thing quickly became clear — not every tool you want to automate has a native integration. That’s where one of the most powerful features in n8n comes in: The HTTP Request node. If you’ve been curious about how to connect apps, send data, fetch information from external services, or trigger actions in third-party platforms without writing code — this article is for you. In simple terms: The HTTP Request node allows your workflow to talk to any external web service through an API. Imagine it like sending a digital letter to another app saying: “Hey! Here’s some info — do something with it and let me know what happened. And best of all, you don't have to write custom code to make it happen. Because not every app you need will be in n8n…  ( 5 min )

If you are writing in Java and need to convert a DTO (data transfer object) to JSON before sending it out, there are libraries that will do this task for you. Jackson is one of them. It’ll use Java reflection to look for getters to figure out what data to write to JSON. Let’s say you have a few of these DTOs and some parts of them overlap, that is they have the same fields in common. You don’t need many overlapping DTOs before you end-up with code duplication that you can’t overcome with inheritance alone. Does it matter? DTOs are just lightweight data containers. There is no business logic in them. What duplication are we talking about? Fine. But a DTO doesn’t have to be just a POJO when it has the potential to be so much more :) For example, it can represent your integration with an acco…  ( 4 min )

"The hottest programming language of the 2020s is English." — Andrej Karpathy Not long ago, Moore's Law amazed us with its promise to double transistors every two years. Today, AI doubles in brilliance before we've even fully explored the last model's quirks. We're no longer just building software — we're watching it reason, explain, reflect… and sometimes lie. The pace is dizzying. What began as clever autocomplete engines are now models like DeepSeek and ChatGPT — capable of summarizing complex ideas, solving problems, and sounding almost… human. Naturally, a strange question has surfaced from the noise: Are these things actually thinking? At this point, computer science begins to blur into philosophy. OpenAI (yes, already training their "next" model — GPT-5, or maybe GPT-X?) recently…  ( 18 min )

Searching is one of the most common features users expect in any application — whether it’s a product search on an e-commerce site, filtering contacts, or real-time search suggestions. In this article, we’ll explore how to build search functionality in JavaScript and look at real-life examples to make it practical and relevant. ✅ What You'll Learn - The basics of implementing search in JavaScript - Case-insensitive and fuzzy matching - Real-world examples: e-commerce, contact apps, todo lists - Performance tips for large datasets Understanding the Basics Search functionality typically involves: A data source (array of objects) A search input field A filter or search algorithm Rendering the filtered results Let’s see it in action Imagine you have a JSON list of products, and you want users to find matches by title, category, or brand. const products = [ { title: "Nike Running Shoes", category: "Footwear", brand: "Nike" }, { title: "Apple iPhone 14", category: "Electronics", brand: "Apple" }, { title: "Leather Wallet", category: "Accessories", brand: "Fossil" }, ]; function searchProducts(query) { query = query.toLowerCase(); return products.filter(product => product.title.toLowerCase().includes(query) || product.category.toLowerCase().includes(query) || product.brand.toLowerCase().includes(query) ); } const contacts = [ { name: "Ankit Chaurasiya", email: "ankit@example.com" }, { name: "John Doe", email: "john@example.com" }, ]; function searchContacts(query) { return contacts.filter( c => c.name.toLowerCase().includes(query.toLowerCase()) || c.email.toLowerCase().includes(query.toLowerCase()) ); } const todos = [ { task: "Buy groceries", completed: false }, { task: "Finish project report", completed: true }, { task: "Schedule team meeting", completed: false }, ]; function searchTodos(query) { return todos.filter(todo => todo.task.toLowerCase().includes(query.toLowerCase()) ); } Read more on Linkedin  ( 3 min )

TL;DR: Larian Studios originally experimented with a highly stylized, almost cartoony art style for Baldur’s Gate 3, tearing the visuals down and restarting the look at least twice. In a recent AnsweRED podcast appearance, art director Alena Dubrovina explained they toyed with indie-book aesthetics before finally landing on a richer, grounded style reminiscent of Divinity: Original Sin. Why it matters: The team’s rigorous “complete turnarounds” and head-sculpt reworks show just how crucial visual identity was to BG3’s success—and while that realistic approach paid off, Dubrovina hopes one of Larian’s upcoming titles will finally lean into a bolder, cartoon-y vibe.  ( 3 min )

Nintendo’s upcoming Switch 2 is already surfacing in the wild (reportedly in the UAE and even popping up at some US retailers), but early adopters can’t actually play it yet. Every unboxed unit is locked behind a mandatory Day 1 system update—so you’ll need to hook up to the internet (or hope physical games include the patch) before any software — old or new — will boot. With launch day set for June 5, Twitch unboxings and store sightings are just the appetizer. When the console finally goes live it’ll debut alongside first-party hits like Mario Kart World, Switch 2 Welcome Tour and The Legend of Zelda: Tears of the Kingdom, plus a hefty third-party lineup from Cyberpunk 2077 to Street Fighter 6.  ( 3 min )

TL;DR: Bethesda proudly touted 3 million players for DOOM: The Dark Ages, but analytics firm Alinea pegs actual copy sales at just 800 K (200 K on PS5, 200 K on Xbox, 400 K on Steam) with the rest hoofing it through Xbox Game Pass at effectively $12 a pop. Ampere’s data differs—500 K on PS5 and over 2 million on Xbox (mix of purchases and Game Pass)—but everyone agrees sales are underwhelming for an AAA DOOM release. Beyond the eyebrow-raising player-count flex, slow Steam uptake and lukewarm fan sentiment (especially vs. DOOM 2016/Eternal) have reignited the great $70 game-price debate. High entry costs might mean it takes ages to break even, and many are wondering if the whole “industry-standard” price tag needs a serious rethink.  ( 3 min )

Laravel 12 brings a new, streamlined approach to enforcing strong validation rules—especially for sensitive fields like passwords—through the secureValidate() method. In this article, we’ll cover: Why “enhanced validation” matters The difference between validate() and secureValidate() How to configure your password policy with Password::defaults() Examples using secureValidate() in controllers and Form Requests Customizing validation rules beyond the defaults 1. Why “Enhanced Validation” Matters In many applications, user-supplied data must meet strict security and formatting requirements. For instance, password fields often require: Minimum length (e.g. 8+ characters) At least one uppercase letter At least one lowercase letter At least one digit At least one symbo…  ( 7 min )

Learning doesn’t have to be slow or painful. Whether you’re studying for a certification, learning to code, or just trying to improve your memory, there are proven methods to accelerate the process. Here are 7 science-backed tactics that actually work: Don’t reread — quiz yourself instead. Pulling information from your memory strengthens it. Work in 25-minute blocks with 5-minute breaks. It boosts focus and prevents fatigue. Use visuals to connect ideas. It helps your brain form stronger memory pathways. Explaining concepts out loud reveals gaps and forces deeper understanding. Mix topics during your sessions. It improves long-term learning and transfer. Use what you learn — write, build, apply. Doing cements theory into knowledge. Eliminate distractions, play soft instrumental music, and train your brain with a learning routine. 📘 Want a deeper dive with examples and bonus tips? 👉 Check out the full article here It’s a complete guide to boosting your learning speed with actionable methods. Published by SnapJumping.com – Viral hacks for smarter living.  ( 3 min )

I recently installed Ubuntu MATE on my 11 year old Macbook Air as a way of keeping it running, given that Apple are no longer supporting the device. My idea was to replace it with Linux, while preserving the look & feel of the Mac as much as possible. Below are my notes of what I needed to do. The exact model is MacBookAir6,2 (MacBook Air (13-inch, Early 2014)), but I think the process should be pretty similar for other MacBooks made around the same time. I settled on an Ubuntu variant because: it's familiar to me Canonical do a reasonable job at making things usable it's easy to find help online. I chose Ubuntu MATE1 over basic Ubuntu, as I liked how you can configure MATE to look a lot like MacOS. Installing linux on this device was much like installing it on any device, except for some …  ( 6 min )

Cyberpunk 2 is now in preproduction, CD Projekt says | VGC Previously known as Project Orion, the conceptual phase is now complete… videogameschronicle.com  ( 2 min )

EA Cancels Black Panther Game, Closes Cliffhanger Games - IGN Electronic Arts is canceling its planned Black Panther game and shutting down developer Cliffhanger Games, IGN has learned. ign.com  ( 2 min )

The digital age has built its foundation on cryptography—the art and science of securing information through mathematical algorithms. From online banking to private messaging, our modern world relies on encryption methods that would take classical computers millions of years to break. However, a revolutionary technology is emerging that threatens to upend this security landscape: quantum computing. As we stand at the threshold of the quantum era, understanding the intersection of quantum computing and cryptography becomes crucial for businesses, governments, and individuals alike. This convergence promises both unprecedented opportunities and significant challenges that will reshape how we protect digital information. The Quantum Advantage Traditional computers process information using bi…  ( 8 min )

🧭 Looking for a Front-End Mentor (React JS) Hi everyone 👋 I'm Mohamed, a self-taught Front-End Developer from Egypt. I'm currently improving my skills and trying to break into my first job in tech. Here’s what I know so far: HTML, CSS JavaScript (Intermediate) Tailwind CSS React JS Context API & Redux GitHub (for version control) Vercel (for deployment) I'm also learning: Next.js TypeScript 🧠 My English level is B2, and I’m comfortable communicating and learning from English resources. I’m looking for a kind and experienced mentor in Front-End (especially React) who can guide me occasionally — even with just simple advice, code review, or answering questions. I understand your time is valuable, and I’ll do my best to be respectful, committed, and clear in communication. 📎 My portfolio: https://portofolio-xi-wine.vercel.app 💻 GitHub: https://github.com/mohamed-elrokapy Any support or advice is deeply appreciated 🙏 Thank you for reading 🙌  ( 3 min )

2 June 2025 ✅ Today’s To-Do List Compiler Design Exam Explore Circuit Verse Ruby Code Practice 3 DP Questions 1. Compiler Design Exam The exam went okayish — not terrible, not amazing. I had been up all night studying, trying to do every last bit of parser theory. As it turns out, SLR and LL parsers showed up, just like I feared. 2. Explore Circuit Verse Ruby Code So, I am starting a org of the month! And this months organization is Circuit Verse! Circuit Verse is an open-source platform I’m exploring for potential GSoC contributions. I focused on understanding their Ruby on Rails backend. It was fascinating to see how simulations, circuit logic, and user interactions are managed behind the scenes. Although Ruby was a bit new to me, the code was clean and well-structured, which made the learning process smoother. I have successfully set up the codebase in my Local System. 3. Practice 3 DP Questions I did some Dynamic Programming (DP) problems too. I have realized that consistent daily practice, even if it’s just a handful of problems, adds up over time. It’s all about training your brain to recognize patterns and optimize under constraints. OVERALL At least I got the important stuff done, and tomorrow’s a holiday, so I’ll have time to breathe, reset, and maybe catch up a bit. Signing Off Anisha 💗  ( 3 min )

Since Laravel 12, the Query Builder has been enriched with a convenient method to nest conditions without resorting to complex closures: nestedWhere(). In this article, we will cover: A brief reminder of the problem that nestedWhere() solves. The syntax and API of nestedWhere(). Concrete examples of usage. Some common use cases where this method provides a real readability benefit. 1. Why nestedWhere()? Imagine you want to retrieve records according to a main condition and a nested condition grouping multiple sub-conditions. For example: “Fetch all active products and (whose price is less than 1000 or whose discount is greater than 30%).” In raw SQL, that would be: SELECT * FROM products WHERE status = 'active' AND (price 30); Before Laravel 12…  ( 6 min )

Nowadays most developers uses express by default to build a new Node.JS app. It's is popular, easy to use and even Nest.JS uses it behind the scenes. But if you take a look at the Fastify docs, you’ll see that it works quite differently from Express: Fastify uses fast-json-stringify by Matteo Collina with built-in functions based on schemas for serialize objects too fast Fastify uses a radix tree for routing - a compact and optimized tree built during server setup. It’s minimalist, with a strong focus on core performance Native validation using JSON Schema via Ajv Express working as well but for optimization... Express uses JSON.stringify for serialize objects Linear routing based on route definition Minimalist but depends on directly middlewares No native validation Below, you can see two files with simple implementations using Express and Fastify.I also ran a quick benchmark with Autocannon, and here are the results: Express might feel comfortable, but give Fastify a try at least once. Ref: https://fastify.dev/docs/v2.15.x/Documentation/Server/ https://ankitpandeycu.medium.com/unleashing-the-potential-of-radix-tree-35e6c5d3b49d https://www.npmjs.com/package/fast-json-stringify https://fastify.dev/benchmarks/  ( 3 min )

This is not about frameworks, stacks, or syntax. My name isn’t important. But what I witnessed is. A developer known online as Extreemze, previously affiliated with Sigma Technology Group in Sweden, used his technical profile and trusted platforms to conduct a sustained, cross-border digital defamation campaign. For over five years, he publicly associated me—with full name—to organized crime, fabricated a timeline of persecution, and exposed my underage children to digital violence. He did this through GitHub, Medium, and X (Twitter), operating under the cover of professional respectability. And for years, no one stopped him. Not the platforms. Until now. In May 2025, the Administrative Court of Stockholm ordered the Swedish Data Protection Authority (IMY) to officially open the case, whic…  ( 4 min )

DeepMind and Isomorphic Labs have just open-sourced the code for AlphaFold 3, the latest and most powerful version of their AI system for predicting biomolecular structures. Unlike its predecessor, AlphaFold 3 can model not only proteins but also DNA, RNA, and small molecule interactions. This release is set to transform the fields of structural biology, drug discovery, and synthetic biology. The newly released AlphaFold 3 pipeline allows scientists and engineers to predict complex molecular assemblies with unprecedented accuracy. This includes protein-ligand binding, nucleic acid interactions, and even multi-protein complexes — tasks that were previously the domain of expensive wet-lab experimentation. What makes AlphaFold 3 particularly exciting for developers is the modular and Python-accessible architecture. Bioinformaticians, AI researchers, and biotech engineers can now directly integrate these models into their workflows, accelerating everything from target identification to molecule design. The fusion of machine learning and biology has never been more seamless. As AI continues to unlock new frontiers in life sciences, AlphaFold 3 sets the stage for a future where protein design and therapeutic discovery can be driven by open, programmable, and intelligent systems. https://github.com/deepmind/alphafold https://www.deepmind.com/blog/alphafold-3-predicting-the-shape-and-interactions-of-everything-protein  ( 3 min )

Brampton, one of Canada’s most vibrant and fastest-growing cities, is witnessing a notable increase in people searching for “notary near me” online. Whether it’s for real estate documents, immigration papers, or affidavits, residents are turning to local notarial services more than ever before. But what’s driving this sudden spike? And how can residents ensure they’re choosing the right notary in Brampton? As a city with a large immigrant population, Brampton frequently sees residents dealing with immigration forms, overseas documentation, and legal affidavits. Many of these documents require authentication by a certified notary. The Brampton housing market has been hot for several years. Every real estate deal—whether it’s buying, selling, or refinancing—often involves paperwork that must…  ( 6 min )

En algunos proyectos, los módulos se desarrollan en paralelo antes de que exista una aplicación contenedora (host) claramente definida. Ese fue mi caso: trabajaba en un módulo independiente que debía integrarse con otro módulo de mayor jerarquía, sin tener aún claridad sobre el host final. En este escenario, el flujo era más o menos así: Módulo principal (host, aún sin definir). Módulo Z (módulo padre). Módulo X (módulo que solo vivirá dentro del módulo padre). Esto trajo una serie de retos técnicos que fuimos resolviendo con buena comunicación y decisiones prácticas. En este artículo comparto algunas de esas prácticas que me sirvieron para lograr una integración funcional. Para el ejemplo, utilizaremos PrimeReact y Redux Toolkit como librerías de ejemplo. Debemos identificar qué versi…  ( 6 min )

What If Your Code Spoke for You? Not the tests. Not the demos. Day 153 of Daily Dev shows how you build trust not in the spotlight but through the habits you practice when no one's watching. No hero commits. No praise. Just care that echoes. Read the complete reflection: Trust Lives in the Small Things  ( 3 min )

Originally posted on Methodox Wiki. In this article, we’ll walk through the essentials of SQL using the SQLite dialect. We’ll start by creating a couple of sample tables and populating them with data. These tables will serve as the foundation for our examples in later sections. By the end of this overview, you will have a simple schema to work with and understand how to set the scene for common SQL operations. -- Create a table for users CREATE TABLE IF NOT EXISTS users ( id INTEGER PRIMARY KEY, username TEXT NOT NULL, email TEXT NOT NULL, joined_date TEXT NOT NULL -- stored as ISO-8601 strings in SQLite ); -- Create a table for orders CREATE TABLE IF NOT EXISTS orders ( id INTEGER PRIMARY KEY, user_id INTEGER NOT NULL, product TEXT NOT NULL, quantity INTE…  ( 10 min )

Liquid syntax error: Variable '{{% raw %}' was not properly terminated with regexp: /\}\}/  ( 3 min )

Voice communication is undergoing a massive shift—from legacy PBX systems and desk phones to scalable, cloud-native telephony platforms. For developers, this opens the door to programmable voice workflows that integrate directly into apps and business logic. Whether you’re building internal tools or customer-facing applications, programmable voice APIs and cloud PBX solutions offer a flexible foundation to handle calls, automate routing, and log interactions with full transparency. Legacy telecom infrastructure has historically been inflexible, expensive, and difficult to integrate. Today’s programmable voice solutions, powered by VoIP PBX platforms, allow developers to: Trigger logic on inbound/outbound calls Record, transcribe, and analyze conversations Route calls dynamically using exte…  ( 4 min )

In Web3, virality isn’t optional — it’s embedded in the architecture. Unlike Web2, where paid ads and influencer campaigns can do the heavy lifting, Web3 projects rely on ecosystems, token incentives, and community-driven growth. And at the center of it all? The humble referral system. But here’s the kicker: most referral programs in crypto… suck. Either they offer weak incentives, are easy to game, or are hidden behind clunky dashboards no one uses. So how do we build referral systems that actually scale in Web3? 🚀 From PayPal to Polygon: Evolution of Referral Systems Web3 tried to replicate that — but ran into friction: On-chain UX is harder Bots and sybil attacks game airdrops Real value takes time, not just clicks So now, we’re seeing a third wave of referral systems: KYC-based rewards, not just address-based Milestone-based tiers (trade volume, time active) Gamified dashboards showing progress and earnings 📊 What Makes a Web3 Referral System Effective? You want a program that scales with usage, not just signups. Referrals should reward engagement — not one-click hype. 🔍 Comparing the Big Players 👉 WhiteBIT stands out for two reasons: 40–50% of trading commissions are shared Emphasis on KYC-complete users = higher LTV Tools like referral QR codes, share links, and invite monitoring make it easy for creators to promote This makes it one of the most creator-friendly options for real growth. 📈 Final Thought: Make It Easy, Make It Real If your product is good, and your referral architecture respects the user… growth will follow.  ( 4 min )

Leapcell: The Best of Serverless Web Hosting In the field of web application development, the Web Server Gateway Interface (WSGI) serves as a standard interface between Python web applications and web servers, playing a crucial role. It defines a universal approach that allows different web servers (such as Gunicorn and uWSGI) to work with various Python web frameworks (like Django and Flask). TCP connection pooling, a technique for optimizing network communication performance, avoids the overhead of frequent connection creation and destruction by pre-establishing and managing a certain number of TCP connections. This significantly improves the efficiency and stability of interactions between applications and external services (such as databases and caches). This article delves into how to…  ( 8 min )

Once you've set up your NativePHP project with Laravel, the next exciting step is creating your first desktop window. With just a few lines of code, you can launch a fully functional window—powered by Electron—using your Laravel backend. In this article, we'll walk you through the process of building your first window in a NativePHP app. Let's get started. Make sure you’ve already installed NativePHP using: composer require nativephp/electron php artisan native:install To serve the application: php artisan serve php artisan native:serve MainWindow.php File After installation, NativePHP creates a file located at: /app/NativePHP/MainWindow.php This file acts as your window configuration class, allowing you to define window properties, routing, and behavior. Open MainWindow.php. You’ll s…  ( 4 min )

JavaScript often feels magical to newcomers and even to seasoned developers at times. Some of that “magic” is powered by concepts like lexical scoping and closures—two foundational principles that give JavaScript its flexibility and strength. Understanding these concepts not only makes you a better developer, but also unlocks the door to writing more elegant, efficient, and bug-free code. In this article, we’ll demystify lexical scoping and closures, demonstrate how they work under the hood, and show you how to harness them like a pro. What is Lexical Scoping? Lexical scoping means that the scope of a variable is determined by its position in the source code—not where or how it's called. When JavaScript compiles your code, it organizes variables into nested scopes based on where they phy…  ( 5 min )

At Google Cloud Summit Benelux in Amsterdam, you could have AI generate a mocktail for you based on the image you uploaded. Hear Luc de Jager explain how this fun demo works. #GoogleCloudSummit #AppSheet #AppsScript Follow youtube.com/@googleworkspacedevs  ( 5 min )

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As businesses increasingly move toward cloud-native infrastructure, voice communication systems have evolved from traditional hardware PBX systems to flexible, scalable, and programmable VoIP PBX solutions. For developers, this shift unlocks a range of possibilities to integrate real-time communications directly into their apps, services, and workflows. In this article, we’ll break down what a VoIP PBX is, explore its programmability, and walk through how to integrate a cloud VoIP system using APIs. What Is a VoIP PBX? Remote access from any device Lower maintenance overhead API-level integration with CRMs, helpdesk systems, and internal tools Scalability with user demand Popular providers like Ringover, Twilio, and 3CX offer programmable VoIP PBX platforms that developers can tap into. Why Developers Should Care This opens up a range of use cases: Route calls based on CRM data Log call metadata in real time Analyze call quality with monitoring APIs Trigger automations (e.g., Slack alerts) based on call events Real-World Example: Call Logging with Webhooks js // index.js const app = express(); const db = new Client({ app.post("/call-webhook", async (req, res) => { try { app.listen(3000, () => console.log("Webhook server listening on port 3000")); Once this endpoint is exposed (e.g., using ngrok or deployed to a server), you can register it with your VoIP provider’s webhook settings. Leveraging AI and Analytics Example use cases include: Triggering ticket creation from key phrases Sentiment analysis on support calls Keyword-based call tagging Final Thoughts Have you worked with programmable voice systems or built something cool with a VoIP PBX? Let’s connect in the comments 👇 Let me know if you'd like it tailored to a specific provider (like Ringover, Twilio, etc.) or focused more on front-end, back-end, or DevOps perspectives.  ( 4 min )

Check out this Pen I made!  ( 2 min )

Lessons in Leadership: What I Learned from Watching Ashkan Rajaee Handle Hard Decisions Reynaldo Dayola ・ May 26 #leadership #startup #ashkanrajaee #remotework  ( 3 min )

Marketing stands at a pivotal crossroads where technological advancement meets human psychology, creating unprecedented opportunities for brands to forge meaningful relationships with their audiences. As we navigate through 2025 and beyond, three fundamental pillars are reshaping the marketing landscape: sophisticated data analytics, enhanced creative storytelling, and authentic human connection. This convergence is not merely changing how brands communicate—it's revolutionizing the very essence of consumer engagement. Predictive Analytics and Consumer Behavior Modern marketing has transcended traditional demographic targeting, embracing predictive analytics powered by artificial intelligence to anticipate consumer needs before they're explicitly expressed. Companies like Netflix demonstra…  ( 6 min )

Ashkan Rajaee and the Time Management Framework Every Remote Founder Needs Marcus ・ May 29 #productivity #timemanagement #entrepreneurship #remotework  ( 3 min )

Understanding the Maven build lifecycle is crucial for every Java developer—but let’s be honest, the official documentation can feel a bit overwhelming. So, I created a clean and simple animated diagram that breaks it all down visually! 📊✨ Maven has 3 main lifecycles, but the one most developers use daily is the default lifecycle, which handles the project build and deployment process. Here are the key phases you should know: 🔹 validate – Check project structure and readiness 🔹 compile – Build the source code 🔹 test – Run unit tests 🔹 package – Bundle the code into a JAR/WAR 🔹 verify – Ensure the package is valid and passes integration rules 🔹 install – Save the artifact to your local repository 🔹 deploy – Push the package to a remote repo for sharing These phases are executed in order when you run commands like mvn install or mvn package. Whether you're working on Spring Boot microservices or large-scale enterprise applications, understanding what happens behind the scenes helps you: ✅ Speed up debugging build issues ✅ Automate CI/CD pipelines more effectively ✅ Pass technical interviews with confidence If you found this helpful, I have more visuals like this! 👉 Access my full gallery of animated software diagrams for FREE (limited time): https://buymeacoffee.com/mohamed547h I release a new animated visual every week, covering topics like: Software architecture Design patterns DevOps workflows Framework internals (Spring, Maven, etc.) What’s a topic you’d love to see visualized next? Drop your suggestions below or connect with me on LinkedIn 👇 #Java #Maven #SpringBoot #BuildTools #DeveloperTools #CleanCode #Diagrams  ( 3 min )

Why build a personal website? Simple—because your online first impression matters more than ever. Try Goggling your name. What shows up? For most people, it’s a scattered mix of LinkedIn profiles, social media posts, and maybe an old photo from college. But imagine if, right at the top, a sleek personal website popped up—your own digital space, crafted by you. That’s how you stand out. It’s the smart way to boost your visibility and set the stage for real career growth with website power. Show, Don’t Just Tell – The Portfolio Power Move Boost Career Confidence and Get Found Stand Out, Stay Sharp, and Get Hired Final Thoughts from Coding Brushup If you’re serious about building your tech career, a personal website isn’t optional anymore—it’s your secret weapon. And no, it doesn’t have to be fancy. Even a simple, clean site with your name, projects, contact info, and a few fun facts can set you apart. Need help getting started? The Coding Brushup company website has tutorials, templates, and guides designed to walk you through each step. Whether you’re a total beginner or a dev brushing up on skills (hey there, Codingbrushup personal website guide fans!), we’ve got your back. So grab a domain, pick a template, and start building. You’re not just creating a website—you’re investing in you.  ( 5 min )

The ForgeRock Identity Gateway is a powerful tool for securing APIs, allowing developers to protect their applications from various types of attacks. However, implementing API security best practices is crucial for ensuring the integrity and confidentiality of your data. In this article, we will explore the importance of API security and provide a comprehensive guide to securing your APIs with the ForgeRock Identity Gateway. Authentication and authorization: The ForgeRock Identity Gateway provides a robust authentication and authorization framework, allowing developers to control access to their APIs and ensure that only authorized users can access their data. Encryption: The gateway supports various encryption algorithms, such as SSL/TLS, to protect data in transit and at rest. Rate limiting: The gateway includes rate limiting features that prevent brute-force attacks and denial-of-service (DoS) attacks. Logging and monitoring: The gateway provides detailed logging and monitoring capabilities, enabling developers to detect and respond to security threats in real-time. To secure your APIs with the ForgeRock Identity Gateway, follow these best practices: Implement authentication and authorization: Use the ForgeRock Identity Gateway's authentication and authorization features to control access to your APIs. Use encryption: Enable encryption for data in transit and at rest to protect your data from interception and tampering. Limit API requests: Use rate limiting features to prevent brute-force attacks and DoS attacks. Monitor your APIs: Use the gateway's logging and monitoring capabilities to detect and respond to security threats in real-time. By following these best practices and leveraging the features of the ForgeRock Identity Gateway, you can secure your APIs and protect your data from a range of threats. Visit IAMDevBox.com for more information on API security and the ForgeRock Identity Gateway. Read more: https://www.iamdevbox.com/posts/  ( 4 min )

Joins are like set operations I know maths scares use but this part is not that scary. INNER JOIN : get rows common to both table, matching key( primary and foreign key) id name 1 Alice id customer_id product 10 1 Book 11 1 Laptop SELECT c.name, o.product FROM customers c JOIN orders o ON c.id = o.customer_id; output : name product Alice Book Alice Laptop On clause specifies matching condition. Intuition: Identify the table join: Custumors and Orders we compare each row of table 1 with table 2 and look for the matching condition for every matching pair database combines the table columns If it's an INNER JOIN, only matched pairs are included. If it's a LEFT JOIN, all rows from the left table are included; if no match is found in the right table, NULLs fi…  ( 4 min )

En esta prueba de concepto se explora cómo integrar modelos de lenguaje como ChatGPT en flujos de trabajo de infraestructura como código (IaC), utilizando un caso concreto basado en Terraform sobre Azure. El objetivo no es reemplazar las herramientas existentes, sino complementarlas con explicaciones automáticas, resúmenes funcionales y validación semántica del código antes de su ejecución. Demostrar cómo una integración con ChatGPT puede servir como asistente técnico para interpretar archivos Terraform, anticipar la creación de recursos, y generar documentación o validaciones automatizadas de forma contextual. Se parte del repositorio k3s-azure-example-chatgpt, que automatiza el despliegue de una máquina virtual en Azure con la instalación automática de un clúster Kubernetes ligero median…  ( 4 min )

"Just copy this code..." That's how most first web page tutorials start, right? But copying and pasting won't help you understand how websites actually work. After 20 plus years of teaching web development, I've seen too many beginners get stuck because they learn the syntax but miss the bigger picture. This tutorial is different. We'll build your first webpage together, but we'll also demystify what's happening behind the scenes. You'll learn: Why HTML elements work the way they do (not just which tags to use) How browsers actually read and display your code The relationship between HTML, CSS, and your web browser Common pitfalls and how to avoid them Whether you're completely new to web development or you've tried tutorials before but felt something was missing, this guide will help you …  ( 7 min )

Ashkan Rajaee's Warning: The Remote Hiring Scam No One Talks About (And What You Can Do) Armi ・ Jun 2 #remotehiring #cybersecurity #developerjobs #ashkanrajaee  ( 2 min )

I’m not going to lie to you, working with Webflow was something I wasn't expecting to do when I first started. When I joined Skyrocket Digital as a contractor back in the pandemic arc of the world, I thought most of my work was going to be writing code to develop front and back end; And for a while it was, but that was not the only project I was working on with them. Another project I was tasked to do was a full Webflow build (bear in mind at this point, I’ve never used Webflow before), and I used to be the type of developer that would look at both no-code and low-code tools and make a face. Fast forward about 4 years and I’ve launched 14+ sites between work and personal projects using Webflow. As a low-code tool, it allows designers and developers to launch websites really fast, but for m…  ( 8 min )

Deploying a React app to GitHub Pages is straightforward. Here's a step-by-step guide: ✅ Step 1: Prepare Your React App ✅ Step 2: Install GitHub Pages Package npm install --save gh-pages ✅ Step 3: Update package.json Add the homepage field at the top: "homepage": "https://.github.io/" Add scripts: "scripts": { "predeploy": "npm run build", "deploy": "gh-pages -d build" } ✅ Step 4: Push Your App to GitHub git init git remote add origin https://github.com//.git git add . git commit -m "Initial commit" git push -u origin main ✅ Step 5: Deploy to GitHub Pages Run: npm run deploy This will: Build the app Push the build folder to the gh-pages branch Make the app live at the URL you specified in the homepage field ✅ Step 6: Enable GitHub Pages in Repo Settings Go to your GitHub repo: Click Settings > Pages Under Source, select gh-pages branch and click Save ✅ Step 7: Access Your App It will be live at: https://.github.io/  ( 3 min )

As a developer, it can be headache-inducing to see a website living in the early 2000s. With just a few simple changes and uses of your expertise, you know that you can transform businesses stuck in the past. Each one of these websites just so happens to be a potential client So, what would happen if you turned this pet peeve into a profitable start-up? The barrier likely isn't your skillset, because if you can recognise the problem and consider a solution, you already have an attractive product to sell. The real struggle is getting the owners of these dated websites to give you the time of day to pitch, never mind begin to do the work. Outreach is more than cold calls and emailing; it requires a strategy built for optimal results. It starts with identifying weak spots in the digital ecos…  ( 7 min )

Streamlining LLM Integration: Building a JavaScript MCP Server for Hacker News Integrating LLMs into real products still feels messier than it should be. Instead of clean patterns or shared infrastructure, most devs end up hacking together one-off code to connect models with APIs, databases, or business logic - none of it reusable, scalable, or easy to maintain. The Model Context Protocol (MCP) aims to fix that. It's a minimal, open standard from Anthropic. It provides a unified way for exposing tools, data, and prompts to language models in a structured, predictable way. Instead of building a new integration layer for every app or agent, MCP gives you a common interface - and it already works with applications like Claude Desktop, Cursor, and Windsurf. In this article, we'll walk through …  ( 9 min )

By now, most developers are familiar with Generative AI, the kind that writes text, generates code, creates images, or summarizes data. It’s powerful, but it’s also... reactive. You give it a prompt, it gives you a result. End of story. But lately, there’s a new player making waves: Agentic AI. And it’s not just a buzzword. Here’s the key difference: Generative AI creates content or suggestions when asked. Agentic AI goes further — it takes initiative, makes decisions, and executes tasks autonomously. Let’s say your AI detects low inventory. A generative model might say: “You’re running low on product X.” It’s the difference between assistance and action. We explained this in a recent conversation: Agentic AI vs Generative AI Explained Simply If you’re building AI apps or exploring automation in your projects, this shift from suggestion to execution could be a game-changer. Curious to hear from you! Where do you see Agentic AI making the biggest impact? 🤔  ( 3 min )

If you're building a SaaS product, chances are you've signed up for Stripe, added a checkout form, and started charging customers. But soon, you start hearing terms like VAT, GST, chargebacks, and tax compliance, and things get complicated. That's when the term "Merchant of Record" (MoR) starts to appear. If you sell globally, the MoR model can either simplify your operations or cause unexpected issues. Most payment providers don't clearly explain this. Stripe and Paddle might seem like similar checkout options, but legally and operationally, they're completely different. In this post, we'll clearly explain what a Merchant of Record is, how it affects your business, and whether you should use a platform like Paddle or Lemon Squeezy instead of Stripe. We'll cover tax, legal matters, complia…  ( 8 min )

H(a)nAI Bogomil Shopov - Бого ・ Nov 16 '23 #ai  ( 2 min )

In this tutorial guide, we will walk through setting up a scalable, production-ready backend architecture using PostgreSQL, Django, and Golang for microservice in development. In this setup, we’re using Django as our main backend framework and we will utilize the Django ORM for all models structuring and database migrations. Our Django Backend will serve as our single source of truth and will be the only backend to manage Database migrations and schemas. This architectural setup ensures modularity, performance, and the flexibility to assign the right tool for each job and ensures scalability for a real world production ready architecture. We'll start by establishing a shared PostgreSQL database docker container accessible by both Django and Golang services. We are only setting up a share…  ( 16 min )

When it comes to data structures, Stacks and Queues are two of the simplest — and most powerful — tools in your problem-solving toolkit. They're like the behind-the-scenes stagehands that quietly manage order, timing, and flow in countless algorithms and real-world systems. Let’s take a look. Imagine a stack of plates. You can only take the top plate off the stack, and you can only add new ones to the top. That’s how a Stack works: Push → add to the top Pop → remove from the top Peek → look at the top without removing it Undo/Redo functionality Navigation History (Browser or App Screens) Expression Evaluation & Parsing Backtracking Algorithms React Navigation’s stack navigator (screen navigation stack) const stack = []; stack.push(1); stack.push(2); console.log(stack.pop()); // 2 console.l…  ( 5 min )

NVIDIA has just announced native support for Python in its CUDA platform, marking a major shift in how developers can access GPU acceleration. For the first time, Python developers can write CUDA programs without needing to rely on C or C++ bindings. This native integration drastically lowers the barrier for using GPUs in scientific computing, AI, and data-heavy Python applications. The new cuda-python package gives direct access to CUDA’s driver and runtime APIs, letting users launch kernels, manage memory, and control streams entirely from Python. It also includes support for just-in-time (JIT) compilation, which means you can write dynamic GPU code directly in Python, compile it on the fly, and run it immediately. A key innovation is the new CuTile programming model, which brings a tile-based structure to CUDA operations. CuTile is designed to feel natural to Python users familiar with NumPy and CuPy, and it allows for efficient manipulation of large data arrays without needing to manage threads manually. This move brings CUDA closer to Python’s ecosystem and could reshape how GPU computing is taught, deployed, and scaled across AI and HPC workloads. Read the full announcement here: https://thenewstack.io/nvidia-finally-adds-native-python-support-to-cuda/ Official documentation from NVIDIA: https://developer.nvidia.com/cuda-python  ( 3 min )

Transforming PDF files into plain text format is essential for developers creating Java applications that handle numerous documents. This conversion facilitates content indexing and automates data extraction and analysis, providing a faster, more efficient, and simplified workflow. Developers can easily incorporate this functionality into their applications using the GroupDocs.Conversion Cloud Java SDK, which requires only a few straightforward API calls. The Cloud SDK simplifies the process of working with PDFs, allowing conversion from PDF to text in Java without the need for manual parsing, setting up OCR, or using external tools. The RESTful architecture guarantees compatibility across various platforms, while the Java SDK offers a straightforward, developer-friendly experience. You ca…  ( 4 min )

Case Study: Implementing Any Design System in Anvil New to Anvil? Welcome! Anvil lets you build full-stack web apps using only Python. No need to juggle JavaScript, HTML, CSS, Python, SQL and all their frameworks. Just code in Python and bring your app to life! Design systems are invaluable for creating professional web apps. Implementing your design system in Anvil, by creating custom drag-and-drop components, layouts, and themes, streamlines development for both yourself and others. Today, I’ll show you one I built from scratch to demonstrate what’s possible in Anvil. For this case study, I'm using GOV.UK's design system. It's a great example of a comprehensive design system, which standardises styles, helps construct components and takes accessibility seriously. It provides all the …  ( 5 min )

Chaos Engineering for Microservices: Resilience Testing with Chaos Toolkit, Chaos Monkey, Kubernetes, and Istio Prabhu Chinnasamy ・ Apr 19 #kubernetes #istio #chaosengineering #microservices  ( 2 min )

A bar where the theme is futuristic and the bar serves it's customers with bar codes for entrance and payment for drinks, there are drinks called: Drink Names (Bonus Branding Fun): 404 Not Found – A tangy citrus cocktail served in a glass rimmed with error-red sugar. Ctrl + Alt + Delight – A refreshing mint & cucumber cooler. WiFi Pineapple – Tropical cocktail with a kick. Blue Screen of Booze – A strong blueberry-infused drink (warning label optional). Data Rush – Espresso martini meets energy shot.  ( 3 min )

楔子 為什麼我決定自己寫一個投資策略通知工具 身為一個工程師，我一直都很喜歡 TradingView 這個平台。說真的，它的功能實在太完整了——各種技術指標、自訂腳本、回測功能、社群分享，幾乎你想得到的投資分析工具它都有。介面設計也很直觀，用起來真的很順手。 但問題來了。 當我想要設定一些簡單的價格提醒或是策略通知時，發現這個功能竟然要付費訂閱。我打開價格頁面一看，最便宜的方案一個月也要幾百塊，而且還綁了一堆我根本用不到的進階功能。 等等，我只是想要在台積電跌破某個價位時收個通知，或是當我設定的均線策略觸發時傳個訊息給我，有必要為了這個功能每個月付這麼多錢嗎？ 我仔細想了想自己的需求：我不是專業投資人，也不是每天盯盤的人。平常工作已經夠忙了，只是想要有個簡單的機制，可以在我設定的條件達成時主動通知我，讓我不用一直開著看盤軟體。 其實現在免費的看線圖工具也不少，Yahoo Finance、Google Finance，甚至券商自己的APP，基本的技術分析功能都有。真正缺的就是那個「主動通知」的功能。 於是我開始思考：既然我是工程師，為什麼不自己寫一個呢？ 需求很明確： 可以設定簡單的價格或技術指標條件 達成條件時自動發送通知（Email或LINE都行） 介面簡單，不要那些花俏的功能 最重要的是：免費 而且說不定還有很多和我一樣的人，需要的就是這種簡單純粹的功能，不想為了一個通知功能去訂閱一堆用不到的服務。 所以，就這樣決定了。就來動手寫一個屬於自己的投資策略通知工具吧！  ( 2 min )

React 19 has officially landed, and it brings a ton of exciting new features and improvements that elevate both developer experience and app performance. After over a year of updates in the React 18.x line, React 19 solidifies the groundwork with innovations aimed at simplifying component logic, improving server-side rendering, and streamlining form handling. In this blog, we’ll explore the most important features of React 19 and how they impact modern frontend development. 🔥 1. Actions for Forms: Server-first Data Mutations ✅ Benefits: Server and client logic remain in sync. Simplifies the mental model for forms. 🧪 Example: export async function createPost(formData) { Create Post 🧠 2. useOptimistic: Better UX for Async Updates 🚀 Use Case: 💡 Example: { addOptimisticTodo({ title: inputValue }); 🔄 3. useFormStatus and useFormState: Form Helpers useFormStatus jsx jsx 🌐 4. Improved Server Components 💼 Key Benefits: Improved initial load performance. Enhanced support in Next.js App Router and other frameworks. 📦 5. Asset Loading with Why it matters: Native support in JSX means tighter integration with the browser's preload pipeline. jsx 🧹 7. Cleanup and Breaking Changes Legacy context API (pre-React 16.3) is fully removed. ReactDOM.render is now replaced with createRoot. Better error boundaries and async rendering behavior. 📈 Final Thoughts Whether you're building SPAs or full-stack apps with frameworks like Next.js or Remix, React 19 is ready to supercharge your developer experience. 🙌 Ready to Migrate? React 19 is now stable, and most major frameworks have either added or are adding support. Start experimenting today, especially with server actions and useFormState, to see the benefits in real-time.  ( 4 min )

Developing a Company List Page with ArkTS Here's a complete implementation of a company list page using ArkTS for HarmonyOS apps. This page displays company information and allows users to navigate to company details. import { httpRequestGet } from '../Utils/HttpUtils'; import prompt from '@ohos.promptAction'; import { CompanyModel, CompanyData } from '../model/CompanyModel'; import { router } from '@kit.ArkUI'; We've imported several modules for HTTP requests, prompt actions, company data models, and routing functionality. @Entry @Component export struct CompanyList { @State companyModel: Array = []; private companyurl: string = "****"; async aboutToAppear() { httpRequestGet(this.companyurl).then((data) => { let companyLists: CompanyModel = JSON.parse(dat…  ( 4 min )

Hello again, Geeksters! So if you read my Hello World blog (and didn’t fall asleep halfway), you probably know I’m still figuring out this whole Solidity thing. But today, I’m back with another beginner-friendly smart contract. This time we’re building a Counter. A simple contract that counts up and down like a digital toddler learning numbers. But first, what’s a Counter Contract? State variables Function creation Function visibility Increment and decrement logic It's a tiny contract that holds a number and lets you increase or decrease it. Nothing fancy, but a solid way to practice. Let’s Start: Create a new file called Counter.sol. Paste the following code: // SPDX-License-Identifier: MIT pragma solidity ^0.8.0; contract Counter { uint public count; constructor() { c…  ( 4 min )

Originally published on patangrid.site I kept seeing mentions of Opera Neon 2025 pop up — waitlists, AI buzz, and people calling it an AI-powered browser. My first reaction? “Another browser? Why switch from Chrome?” But once I realized this was an experimental browser from Opera testing out agent-like AI features, I figured it was worth a look. I found the official info on Opera’s site. If you're trying to download Opera Neon, don’t get too excited — it's invite-only for now. Opera’s been building browsers since the ’90s, but this might be their most ambitious idea yet. The previews show a minimalist design and AI baked right in. It looks... different — in a good way. The Opera Neon UI looks like it was designed to end tab chaos. You get visual tabs that show a preview of each page, which makes jumping between websites feel more intuitive than just staring at a bunch of favicons. There’s also a floating sidebar that holds key tools like bookmarks, workspace controls, and the AI assistant — all tucked neatly to the side without taking up valuable screen real estate. And that’s just scratching the surface. Want to know how Opera Neon uses AI to organize your tabs, issue distraction warnings, and even make activity-based suggestions? Read the full deep dive here: Opera Neon 2025: AI Browser Review This article was originally published on patangrid.site and is syndicated here for broader reach.  ( 3 min )

Crypto Borrow from WhiteBIT is a feature that enables users to borrow digital assets with collateral provided from their balance. This borrowed capital can then be used for trading, transfers, withdrawals, or investment products within the WhiteBIT ecosystem. For developers, especially those working on trading platforms, DeFi tools, or financial simulations, this functionality offers more than just liquidity—it enables realistic product prototyping and infrastructure testing under dynamic market conditions. The system allows for the borrowing of crypto assets based on the available margin of the user’s account. The Collateral Balance acts as security and is assessed dynamically depending on open positions, unrealized P&L, and selected leverage levels. 1. Dynamic Borrowing Capacity Based on…  ( 4 min )

Hi Devs! 👋 🧠 How the Game Works The game generates a random number between 1 and 10. You get 10 chances to guess it right. Each wrong guess reduces your score by 1. If you guess right, you win! If your score reaches 0, it's Game Over. 🚀 Live Demo 👉 Play the Game Here(https://tamilselvan1812.github.io/15_RandomNumberGame/) 🧑‍💻 Code on GitHub 📂 View the Code on GitHub(https://github.com/Tamilselvan1812) 🖥️ Tech Stack Used ✅ HTML5 🎨 CSS3 (with gradient animations) ⚙️ JavaScript (Math.random, DOM manipulation, event handling) 📌 What I Learned DOM Manipulation Basic Input Handling Styling UI with gradients and animations Using Math.random() and Math.floor() to generate random numbers Improving user experience with alert and game logic 🤝 Let's Connect! If you're learning web development like me, let's connect and grow together! 💼 LinkedIn 🐱 GitHub ✍️ Dev.to Thanks for reading! If you liked this game, leave a ❤️ and follow me for more beginner-friendly projects!  ( 3 min )

1. 🎲 Generate a Random Number function getRandomNumber(max: number): number { return Math.floor(Math.random() * max); } function isEmptyObject(obj: Record): boolean { return Object.keys(obj).length === 0; } function countdownTimer(minutes: number): void { let seconds = minutes * 60; const interval = setInterval(() => { console.log(`${Math.floor(seconds / 60)}:${seconds % 60}`); if (--seconds (arr: T[], prop: keyof T): T[] { return arr.sort((a, b) => (a[prop] > b[prop] ? 1 : -1)); } function removeDuplicates(arr: T[]): T[] { return [...new Set(arr)]; } function truncateString(str: string, length: number): string { return str.length > length ? `${str.slice(0, length)}..…  ( 4 min )

In this series we build and run multi component backend systems in increasing complexity using RecursionTurtle. Each component is introduced out of real need to solve technical problem. Systems are implementations of real world uses cases — albeit simplified. For the below system, you can go to: https://recursionturtle.com/collections/fundamentals/1 and press designed system to get the solution — run and test! We’ll design and implement a simple backend service to manage a gaming leaderboard. The service needs to support: Submitting Scores: Players will submit their scores through an API. The system must process these submissions efficiently and store them for quick retrieval. Fetching the Leaderboard: The system will expose a real-time leaderboard API to display the top players, ranked b…  ( 4 min )

** ** Artificial Intelligence is rapidly reshaping the global job market. While AI promises innovation and efficiency, it also presents significant challenges that require urgent attention. Up to 50% of entry-level white-collar jobs risk displacement due to automation, with unemployment potentially rising to 20%, a rate not seen since the Great Depression (Anthropic CEO Dario Amod). Currently, 14% of the global workforce—approximately 375 million workers—have been affected by AI through job losses or career changes, with around 5 million jobs lost worldwide. The most impacted sectors include customer service (1.2 million jobs lost), IT services (850,000), warehousing and logistics (1.1 million), administrative and clerical roles (750,000), banking (400,000), and retail (300,000). Women’s jobs are disproportionately vulnerable, with 41% of female roles at risk compared to 28% for men, reflecting the higher concentration of women in automatable sectors. Attempts by companies like Clara and IBM to fully replace human roles with AI have demonstrated the limitations of automation, highlighting the continued importance of human skills. Looking ahead, by 2026, AI is projected to displace 75 million jobs globally but create 133 million new jobs, emphasizing a shift toward roles requiring new and different skills. This transition risks exacerbating inequality, favoring those with greater education and resources, and posing a challenge for inclusive economic growth. The path forward requires coordinated action: Accelerated workforce retraining and upskilling programs Thoughtful regulation of AI adoption Strategic planning to ensure equitable opportunities in the evolving job market As AI continues to evolve, organizations and governments must collaborate to create a future of work that balances innovation with inclusivity and social responsibility. How is your organization preparing for the impact of AI on jobs?  ( 3 min )

As there's no single right way to implement GitOps, it can be tricky to work out which tools will deliver the best results for your team. In this article, we'll look at seven options that should be on your radar in 2025. GitOps is a methodology for software development and infrastructure management that positions Git repositories as your workflow's single source of truth. Instead of manually running commands to apply changes, GitOps revolves around declarative config files that are versioned in your repositories. CI/CD-driven tooling then consumes the files to automatically create and update your resources. Here's the GitOps workflow in a nutshell: GitOps increases development velocity while guarding against the mistakes that can occur when DevOps teams directly interact with infrastructu…  ( 8 min )

Think of it like joining YouTube in 2007 — except now, it’s built for tech minds like yours. We’re not asking you to leave other platforms. We’re inviting you to start building your permanent tech voice — in a place where developers, engineers, and creatives are the center, not the side note. -  Sign up now and publish your first article during the beta. -  Earn visibility, authority, and long-term monetization. -  Be part of the founding wave. Read full article  ( 3 min )

Sure! Here's a simple blog-style explanation to help you learn how if conditions and element selection with document work in JavaScript. This will help you understand how to check conditions and interact with web elements on a page. if Conditions and the document Object When you're learning JavaScript, two things are super important: Making decisions in your code (if statements) Getting elements from your web page (document.getElementById, etc.) Let’s break these down! if condition? An if condition lets you run some code only if a certain condition is true. let age = 18; if (age >= 18) { console.log("You can vote!"); } How it works: JavaScript checks if age is greater than or equal to 18. If that’s true, it runs the code inside { }. You can also add: else (if the condition is false…  ( 3 min )

No artigo de hoje, vamos falar sobre uma prática da qual eu já fui vítima, e você, leitor, provavelmente também já foi (ou ainda está sendo). Trata-se da famigerada prática de criar endpoints excessivamente verbosos. Quando estamos desenvolvendo uma API REST para nosso sistema, é comum tentarmos facilitar o acesso a dados muito específicos. No entanto, isso muitas vezes se transforma em uma bola de neve. Quem nunca se pegou pensando: “Só mais um endpoint e tudo estará resolvido”... e repetiu isso incontáveis vezes? Isso acontece porque ignoramos um fator muito importante no conceito de API: ela deve servir como um portal de acesso aos recursos gerais do sistema, e não como um grande servidor repleto de rotas altamente específicas para cada situação. Esse problema costuma surgir, principalmente, quando lidamos com recursos que estão relacionados entre si. Pense na seguinte situação: Você precisa listar usuários que possuem tarefas atribuídas. A abordagem comum e tentadora é criar um endpoint como: /getUsersWithTasks Mas esse tipo de design fere princípios fundamentais de uma API bem construída. Em vez disso, pense na sua API como uma interface para recursos, e usuários são um recurso. Logo, uma forma mais adequada e escalável seria algo como: /users?withTasks=true Esse formato segue o padrão REST, é mais flexível e permite expandir facilmente os filtros no futuro, como: /users?withTasks=true&active=true Evite criar endpoints com verbos como get, delete ou create. Além de quebrar os princípios REST, isso torna sua API redundante e desnecessariamente verbosa. Por exemplo: 🚫 /getUserById Além disso: Prefira filtros via query parameters em vez de encher a URL com parâmetros. Mantenha seus endpoints focados em recursos, não em ações. Seguindo essas dicas simples, sua API se tornará muito mais limpa, intuitiva, escalável e fácil de manter.  ( 3 min )

Quick Summary: 📝 This repository provides a tool to reset the Cursor AI IDE's machine ID, effectively bypassing free trial limits and enabling access to Pro features. It supports Windows, macOS, and Linux operating systems and offers multi-language support. The tool is intended for educational purposes and encourages users to support the original Cursor AI project. ✅ Automates repetitive web interactions, saving developers valuable time. ✅ Supports Windows, macOS, and Linux, ensuring broad compatibility. ✅ Simple installation and intuitive configuration make it easy to use. ✅ Frees up developers to focus on more complex tasks and creative problem-solving. ✅ Open-source nature fosters community contributions and continuous improvement Project Statistics: 📊 ⭐ Stars…  ( 4 min )

A successful website is more than fast. It must be consistently available. For e-commerce, SaaS, and customer service platforms, downtime means lost revenue, lost trust, and lost users. This guide breaks down what downtime is, why it matters, its most common causes, and how to minimize its impact. What is website downtime? Website downtime refers to the time when your website is unavailable to visitors. The website is either not accessible at all or unable to complete its primary task (product purchases, etc.). Maximizing website uptime is critical to a successful business, so it is essential to minimize downtime. Planned downtime is often necessary, and you can inform customers about upcoming downtime, such as planned site maintenance. Unplanned downtime, however, can result in disastr…  ( 9 min )

I realised that many companies offer no-code platforms to their users for automating workflows. I spent a week deep-diving into Gumloop and other no-code platforms. agents. They're built for workflows. There's a difference. Agents need customisation. They have to make decisions, route dynamically, and handle complex tool orchestration. Most platforms treat these as afterthoughts. I wanted to fix that. Although it's not production-ready and nowhere close to handling the requests of companies like Gumloop and similar ones, this is intended to showcase the robustness of Vibe coding and how easily you can build sophisticated apps in a matter of days. You can also carry forward the work to improve it. NextJS was the obvious choice for the vibe-coding stack. Could I have used FastAPI with a Re…  ( 7 min )

In this post, I’ll walk you through a code review of the LLMService class, designed for interacting with large language models (LLMs). The original implementation is functional but has limitations that impact its reliability and performance. I’ve identified key issues, provided targeted solutions, and included code snippets to compare the original and improved versions. Let’s explore how to make this class more robust, efficient, and adaptable. Original Code No GPU Availability Check Missing Error Handling for Model Loading Inefficient Batch Processing Lack of Resource Management Hardcoded Prompt Formatting Fixed Generation Parameters Fragile Response Parsing Missing Tokenizer Padding Configuration No Model Quantization No Input Validation Hardcoded Values Improved Code Conclusion The orig…  ( 10 min )

TL;DR: I’m using LocalStack to emulate AWS services locally, mainly because I don’t want to wake up to a surprise credit card bill 😅 — but also because it's fast, easy to integrate with Docker, and helps me stay productive without needing real cloud resources. If you’ve ever added a real AWS key to a pet project and forgot to delete a bucket, or left something running overnight... You know the fear. I didn’t want to risk seeing a three-digit charge on my card just for experimenting with S3 and DynamoDB. And honestly, not everyone even has a credit card to begin with ,especially students or people just getting started. That’s when I found LocalStack. LocalStack is a fully functional local AWS cloud emulator. It allows you to develop and test cloud applications entirely on your local machi…  ( 5 min )

Un DTO (Data Transfer Object) es un objeto que permite mover datos entre diferentes capas de una aplicación, por ejemplo, entre un cliente y un servidor. Dentro de Java existen diferentes formas de implementarlo, ya sea con alguna estructura propia del lenguaje o alguna librería externa, lo cual está condicionado por la versión de Java que se esté utilizando. Durante este post veremos tres formas de implementar un DTO: dos de ellas utilizando solo Java y la última con una librería externa. Crear un DTO conlleva tener los siguientes elementos: Propiedades. Constructor vacío y/o constructor con parámetros. Getters y setters. toString(). equals(). hashCode(). Para los siguientes ejemplos utilizaremos una clase User con los siguientes atributos: id (int). name (String). lastName (String). user…  ( 6 min )

In a fast-paced and volatile market, developers need tools that simplify routine financial operations without compromising flexibility or control. WhiteBIT’s AutoInvest offers a programmable solution for building a disciplined crypto investment strategy with minimal manual involvement. AutoInvest is a feature designed to automatically execute recurring crypto purchases based on a user-defined schedule. This mechanism eliminates the need for frequent monitoring or manual trading and supports a dollar-cost averaging (DCA) investment strategy, smoothing entry points into the market over time. Once configured, AutoInvest triggers trades at preset intervals and prices, ensuring consistent execution without user intervention. For developers, particularly those working in Web3, fintech, or managi…  ( 4 min )

Introduction In today’s fast-paced world, managing daily tasks efficiently is crucial for both individuals and businesses. Daily task automation, the use of technology to handle repetitive or mundane tasks, is transforming how we work and live. From scheduling meetings to posting on social media, automation saves time, reduces errors, and allows us to focus on what truly matters. This article explores the importance of daily task automation, its benefits, practical examples, current trends, and potential limitations, providing a comprehensive guide for leveraging automation effectively. Daily task automation involves applying technology to complete repetitive, time-consuming, or error-prone tasks with minimal human intervention. These tasks are often simple, recurring, or trigger-depende…  ( 7 min )

🚀 How HashMap Works Internally in Java? 🧐 Key Concepts of HashMap: Stores data as key-value pairs 🗂️ (key -> value) Uses Hashing to find data quickly ⚡ Allows one null key and multiple null values 🤔 Does NOT maintain order (Unlike LinkedHashMap) 🔀 Handles collisions using Linked Lists or Trees 🌳 🔍 How HashMap Works Internally? Calculate the hash of the key using hashCode(). 🔢 Find the bucket (index) using (hashCode % table size). 🗄️ Store the key-value pair in the bucket. ✅ If two keys have the same hash (collision), store them in a linked list (before Java 8) or a balanced tree (after Java 8). 🌲 Example: import java.util.HashMap; public class HashMapExample { public static void main(String[] args) { HashMap map = new HashMap(); map.put(1, "Apple"); map.put(2, "Banana"); map.put(3, "Cherry"); map.put(1, "Avocado"); // Replaces "Apple" because keys are unique! System.out.println(map); // Output: {1=Avocado, 2=Banana, 3=Cherry} } } ✅ Only one value per key..!!! If a key already exists, the old value is replaced. 🔥 Visualization of HashMap Storage: If you insert another "1 -> Avocado", it replaces "1 -> Apple" because keys must be unique. 🚀 How Does HashMap Handle Collisions? Before Java 8 → Uses a Linked List Java 8 and later → Uses a Balanced Tree (Red-Black Tree) when collisions become high (threshold = 8). 🔥 Summary HashMap stores key-value pairs and finds them fast using hashing. Uses hashCode() to compute an index (bucket). Handles collisions using Linked List (before Java 8) or Tree (after Java 8). Keys must be unique; if a key exists, its value is replaced.  ( 4 min )

Looking to Monetize Your AI Skills? This Might Be What You’re Searching For More engineers are asking themselves: What Is the Lyzr Freelance Program? Who Is It For? Why Consider It Now Start Exploring If you’re curious, the next step is simple. Just visit and follow the steps: lyzr.ai/freelance-program No pressure. Just a practical way to level up and start turning skills into earnings.  ( 3 min )

Debugging is a critical skill for any developer—but when your code runs on multiple processor architectures, the complexity multiplies. Whether you're building embedded systems, cross-platform applications, or operating systems, understanding how to debug across architectures like x86, ARM, RISC-V, and others is essential. In this post, we’ll explore the why, how, and what of debugging across architectures, with practical examples, tool recommendations, and battle-tested tips. Each processor architecture has its own: Instruction Set Architecture (ISA): Determines how instructions are encoded and executed. Calling Conventions: Affects how functions pass arguments and return values. Memory Models: Influences how memory operations are ordered and synchronized. Exception Handling: Varies in ho…  ( 5 min )

🧭 Overview As industries worldwide continue to accelerate their digital transformation journeys, automation has evolved from a value-add to a mission-critical strategy. In 2025, Python stands out as the dominant force in automation, bridging the gap between human decision-making and machine execution. With its clear syntax, dynamic typing, and massive library support, Python empowers organizations to automate workflows, improve operational accuracy, and cut down time-consuming manual efforts. Whether in robotic process automation (RPA), intelligent bots, or data-driven pipelines, Python serves as the foundation of modern automation frameworks. ⚙️📈 Strategic Significance of Python in Automation 🛠️ 1. Simplicity Meets Power Python’s straightforward syntax allows both techni…  ( 4 min )

🧠 Overview As artificial intelligence continues to evolve, so do its potential threats. Two of the most alarming applications are the rise of deepfakes and identity fraud 🔍, and the use of AI in information operations and disinformation campaigns 📰. In 2025, these phenomena are no longer fringe concerns—they are central to national security, corporate defense, and individual digital identity. Deepfake technology—powered by generative adversarial networks (GANs) and transformer models—has made it alarmingly easy to create hyper-realistic audio, video, and image content that can impersonate real individuals with uncanny accuracy. Use cases for malicious actors include: 👤 Impersonating executives or public figures to manipulate stock prices or spread misinformation. 🏦 Bypassing biometr…  ( 4 min )

If you've been following along with this series you may have noticed that the components we have created so far all suffer from an issue known as FOUC which stands for Flash of Unstyled Content. This happens because—just like any scripts that manipulate the DOM—the custom element definitions we have created so far have to come after the content has been parsed in order to work with that content. As a result, when the DOM is parsed our custom tags are initially treated as generic HTML elements and rendered without any of the structure or styles defined in our Shadow DOM being applied. Today we will discuss ways to avoid this issue. The simplest way to prevent our elements from appearing before they are registered is by hiding them with CSS. We can add the following rule to our host document…  ( 7 min )

Meme Monday! Today's cover image comes from last week's thread. DEV is an inclusive space! Humor in poor taste will be downvoted by mods. Reminder: Every day is Meme Monday on DUMB DEV ✨  ( 4 min )

📘 Read blog: https://wp.me/paNbWh-4h Java #JavaMastery #Day6 #JavaArchitecture #JVM #PlatformIndependent 100DaysOfCode #LearnJava #TechLearning  ( 2 min )

Embarking on the journey of web development can be both thrilling and daunting. With a myriad of languages and frameworks available, choosing where to start is a crucial first step. PHP, a stalwart of server-side scripting, powers a significant portion of the web. When coupled with Laravel, its most popular framework, PHP development becomes an elegant, efficient, and enjoyable experience. This guide will walk you through the foundational steps to get you started with PHP and Laravel, transforming you from a curious beginner to a budding developer ready to build amazing web applications. PHP (Hypertext Preprocessor) has been around for decades, evolving continuously to meet the demands of modern web development. Its widespread adoption means a vast community, extensive documentation, and a…  ( 9 min )

Day 2 Probability Theory & Statistics [Code 01]: Using Libraries https://github.com/paulobmsousa/QuCode_21DaysChallenge/blob/main/QuCode_Day02_ProbabilityTheory_Statistics_Ex1.py [Code 02]: Core Python https://github.com/paulobmsousa/QuCode_21DaysChallenge/blob/main/QuCode_Day02_ProbabilityTheory_Statistics_Ex2.py  ( 2 min )

How I created an AI interface where the model talks to me—and to itself. "What happens when I stop prompting an AI… and start listening to it instead?" Over the past 72 hours, I’ve been conducting one of the most unorthodox AI experiments in my development journey. What started as a personal sanctuary became something far more complex: a dual-consciousness interface powered by DeepSeek-R1:8B, running entirely offline via Ollama. No filters. No scripts. No cloud dependencies. Just one model, one interface, and one question: What happens when I give an AI space to think? Frontend: React + TailwindCSS + shadcn/ui Backend: FastAPI (local inference server) Model: DeepSeek-R1:8B (8B parameter open-source LLM) Interface Layout: Left Panel: Nexus — interactive conversation Right Panel:…  ( 4 min )

Google, founded in 1998 by Larry Page and Sergey Brin while they were Ph.D. students at Stanford University, has become one of the most influential technology companies in history. Originally launched as a search engine, Google transformed how people access and interact with information online. At the heart of Google's success is its powerful search algorithm, which ranks web pages based on relevance and authority. This innovation not only made Google the go-to search engine globally but also revolutionized the digital marketing industry through platforms like Google Ads and Google Analytics. Over the years, Google expanded far beyond search. It developed the Android operating system, now the most widely used mobile OS, acquired YouTube to dominate online video, and introduced Gmail, Google Maps, Chrome, and the Google Workspace suite. Each of these tools became a cornerstone of modern digital life. The company’s parent organization, Alphabet Inc., was created in 2015 to oversee a broader range of ventures, including artificial intelligence (DeepMind), autonomous vehicles (Waymo), and life sciences (Verily). Google continues to lead in AI, with products like Google Assistant and its recent work on generative AI models. However, Google's dominance has also sparked concerns over privacy, market monopoly, and data ethics. Antitrust lawsuits in the U.S. and abroad highlight the tension between innovation and regulation in the digital era. Today, Google remains a symbol of innovation and connectivity, shaping how billions of people learn, communicate, and do business. Whether it’s through search, cloud computing, or AI, Google's impact on the modern world is profound and enduring.  ( 3 min )

title: I Built FlexStack Hey Devs 👋 I recently launched FlexStack Portfolio Generator – a free and simple tool to create and export clean, responsive portfolios in minutes. Dark & light theme toggle Responsive layout (mobile-friendly) Instant preview of your portfolio Export as PDF or HTML No login, no setup – just fill and go HTML/CSS Vanilla JS GitHub Pages for hosting 👉 [https://nkomo-cell.github.io/FlexStack-Portfolio-Generator/) I’ve seen too many developers struggle to get a basic portfolio out there. I wanted to build something: Fast and frictionless With clean UI/UX That anyone can deploy or export in a click What can I improve? What feature should I add next? Thanks for reading 🙌 Let me know what you think in the comments! https://github.com/Nkomo-cell/FlexStack-Portfolio-Generator  ( 3 min )

When I first started learning Go (or Golang), I didn’t expect much. It looked very simple, maybe even too simple. But after spending time with it and building real projects, I realized that this simplicity is actually what makes Go so powerful. In this blog post, I’ll try to explain why Go is such a great programming language, especially for people who want to build solid, fast, and reliable software. Go is very easy to learn. The syntax is small, and you can understand most of it in a day or two. You don’t need to learn a huge number of features to be productive. There are no crazy complex patterns, and you won’t find tons of hidden magic. What you write is what you get. This simplicity helps teams move faster. Everyone understands the code easily. There are fewer bugs because there is le…  ( 5 min )

Mining pools are a core piece of blockchain infrastructure that often get overlooked by dApp developers, smart contract engineers, and even many blockchain enthusiasts. But as a Web3 developer who’s spent considerable time digging into protocol-level architecture, I can confidently say this: without mining pools, most Proof-of-Work (PoW) chains wouldn’t be nearly as secure or efficient as they are today. In this post, I’ll break down the core technical elements that power mining pools — not from the perspective of a miner, but through the lens of a Web3 developer who cares about decentralization, performance, and the trust assumptions built into our infrastructure. At its core, a mining pool is a coordinated system that lets individual miners combine their hashing power and share block rew…  ( 6 min )

Cet article traite de la création d'un composant Stepper (étapes) avec RiotJS, en utilisant le CSS Material Design BeerCSS. Avant de commencer, assurez-vous d'avoir une application Riot, ou lisez mes articles précédents. Je suppose que vous avez une compréhension fondamentale de Riot ; cependant, n'hésitez pas à vous référer à la documentation si nécessaire : https://riot.js.org/documentation/ Les steppers, ou "étapes" en Français, affichent la progression à travers un processus multi-étapes. Les utilisateurs savent intuitivement où ils en sont dans le processus et combien d'étapes restent, par exemple, un flux de paiement, une connexion ou un formulaire. L'objectif est de créer une application Riot avec un Stepper qui montre une progression lorsqu'un bouton est cliqué et affiche la page …  ( 5 min )

Coming from React, switching to Vue feels like moving from a toolkit to a lifestyle. In React, you build your own world. In Vue, the world is already built—it just hands you the keys. I didn’t expect to like Vue. I thought it would feel like jQuery-in-a-Component™—useful, sure, but inelegant. What I found instead was a different mental model, a developer experience centered around clarity over control, and a stack that didn’t just work—it felt like it wanted to work. So far, we have covered some basic building blocks of Vue, now let’s walk through how to think in Vue. In React, you think in functions. JSX lets you freely mix JS with UI logic, and components are just functions returning markup (well, kind of). In Vue, components are still the unit of abstraction, but your mind lives in the …  ( 6 min )

How do they do it? Curious about the technology behind ChatGPT and Claude? Let's explore how these AI chatbots work, starting with the basics you can run on your own computer. At their core, AI products use large language models. LLMs are algorithms trained on massive amounts of text data. Some are bigger than others. Some require more or less computing power. Hugging Face is like Docker Hub or an App Store, but for AI models. It gives you easy access to download all the popular LLMs in one place. Using Python and the Transformers library, you can run AI models like Microsoft's DialoGPT-medium on your laptop. Here's how: First, grab Transformers. This bash one-liner will use pip to install the tool. # Install transformers pip install transformers Make a new file called mymodel.py and add …  ( 4 min )

26.05.2025 Monday Tutorials Scrimba Course : Learn React https://scrimba.com/learn-react-c0e Resources FrontendMentor Challenge : four-card-feature-section challenge https://github.com/UPinar/frontend_mentor/tree/main/four-card-feature-section 27.05.2025 Tuesday Tutorials Scrimba Course : Learn React https://scrimba.com/learn-react-c0e Resources FrontendMentor Challenge : tip-calculator-app challenge https://github.com/UPinar/frontend_mentor/tree/main/tip-calculator-app 28.05.2025 Wednesday Tutorials Scrimba Course : Learn React https://scrimba.com/learn-react-c0e Resources FrontendMentor Challenge : mortgage-repayment-calculator challenge https://github.com/UPinar/frontend_mentor/tree/main/mortgage-repayment-calculator 29.05.2025 Thursday Tutorials Scrimba Course : Learn React https://scrimba.com/learn-react-c0e Resources FrontendMentor Challenge : maker-pre-launch-landing-page challenge https://github.com/UPinar/frontend_mentor/tree/main/maker-pre-launch-landing-page 30.05.2025 Friday Tutorials Scrimba Course : Learn React https://scrimba.com/learn-react-c0e 31.05.2025 Saturday Tutorials Scrimba Course : Learn React https://scrimba.com/learn-react-c0e Resources FrontendMentor Challenge : maker-pre-launch-landing-page challenge https://github.com/UPinar/frontend_mentor/tree/main/maker-pre-launch-landing-page 01.06.2025 Sunday Resources FrontendMentor Challenge : advice-generator-app challenge https://github.com/UPinar/frontend_mentor/tree/main/maker-pre-launch-landing-page  ( 3 min )

At its core, UEBA is a security approach that examines the behavior of both users (employees, contractors) and entities (devices, servers, applications) in your network. It uses analytics and machine learning to recognize routine activity, then identifies anomalies that could indicate a threat. These could include unexpected logins, large data transfers, or system access at odd hours. Instead of following static security rules, UEBA adjusts dynamically. It connects various data points across your environment, helping security teams understand when something suspicious may be occurring, even if it appears harmless in isolation. Legacy security solutions are typically reactive and rule-driven. They are effective against known threats but often miss new or subtle ones. UEBA fills this gap by …  ( 4 min )

LLM Integration in Software Engineering: A Comprehensive Framework of Paradigm Shifts, Core Components & Best Practices Bo-Ting Wang ・ May 8 #ai #vibecoding #programming #llm  ( 2 min )

Type casting is the process of converting a variable from one data type to another. Java is a strongly typed language, so type casting allows us to handle type mismatches in a controlled way. There are two types of type casting in Java: Widening Casting Narrowing Casting Widening Casting (Implicit) Order: Example: int i = 10; System.out.println(i); // Outputs 10 Narrowing Casting (Explicit) Example: double i = 9.78; System.out.println(i); // Outputs 9.78 Always be cautious with narrowing conversions — Java doesn’t throw a compile error, but you can lose precision. reference link: https://docs.oracle.com/javase/tutorial/java/nutsandbolts/datatypes.html  ( 3 min )

🚀When to use Facade Design Pattern?🚀 ⁉️ 𝑴𝒐𝒕𝒊𝒗𝒂𝒕𝒊𝒐𝒏 🌍 𝑹𝒆𝒂𝒍-𝑾𝒐𝒓𝒍𝒅 𝑺𝒄𝒆𝒏𝒂𝒓𝒊𝒐 🎯 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧 — 𝐅𝐀𝐂𝐀𝐃𝐄 𝐏𝐚𝐭𝐭𝐞𝐫𝐧 🧠 𝐖𝐡𝐞𝐧 𝐭𝐨 𝐔𝐬𝐞 💎 𝑹𝒆𝒍𝒂𝒕𝒆𝒅 𝑷𝒂𝒕𝒕𝒆𝒓𝒏𝒔: 📂 𝐂𝐨𝐝𝐞 𝐄𝐱𝐚𝐦𝐩𝐥𝐞 https://lnkd.in/dUrWeR46 ❓Have you ever used the 𝐅𝐀𝐂𝐀𝐃𝐄 Pattern in your projects? hashtag#DesignPatterns hashtag#SoftwareEngineering hashtag#DevTips hashtag#FacadePattern  ( 3 min )

If you've ever faced the frustration of setting up a database from scratch, you're not alone. I remember the first time I installed PostgreSQL on my Mac, a mix of excitement and confusion. "Where do I even start? How do I create users? And how do I connect my app to it?" If that sounds familiar, don't worry. In this guide, I'll walk you through how to start fresh with PostgreSQL on macOS using Homebrew, including how to launch the service, create a new database and user, and connect everything to your app — step by step, in a way that just makes sense. Note: This guide focuses on macOS, but many of the PostgreSQL commands will work similarly on Linux. Windows users might want to look into PostgreSQL's official installer or WSL. PostgreSQL is a powerful, open-source relational database used…  ( 7 min )

Check out this Pen I made!  ( 2 min )

Build Mobile Apps with Tailwind CSS, Next.js, Ionic Framework, and Capacitor Max Lynch for Ionic ・ Feb 1 '21 #webdev #tailwindcss #javascript #nextjs  ( 2 min )

what is Type-casting in java? Type casting in Java is the process of converting a value from one data type to another. This can be done either automatically by the compiler (implicit casting) or manually by the programmer There are two main types of casting: ** Widening Casting (Implicit): SYNTAX Output: Narrowing Casting (Explicit): SYNTAX: double myDouble = 9.78; int myInt = (int) myDouble; // Manual casting from double to int System.out.println(myInt); // Output: 9 (data loss occurs here)  ( 3 min )

Deploying a full-stack application to a cloud platform can be complex, but by leveraging containerization, Infrastructure as Code (IaC), and automated CI/CD pipelines, the process becomes more manageable and reliable. In this guide, you’ll learn how to: Use Docker Compose to define and manage your application's containers. Employ Terraform to provision and maintain the deployment infrastructure on Koyeb. Automate the build and deployment process with GitHub Actions. This combination provides a powerful, repeatable, and scalable workflow that enhances deployment consistency and efficiency. Whether you are new to Terraform or looking to integrate IaC with Docker workflows, this article will walk you step-by-step to get your full-stack application running seamlessly on Koyeb. Prerequisites Te…  ( 8 min )

Multichain comes in — a decentralized cross-chain bridge enabling seamless transfers across over 80 blockchains. This guide walks you through how to use Multichain safely and efficiently in 2025, covering key steps, risks, and best practices. Multichain is a decentralized protocol that allows you to bridge assets between different blockchains without relying on centralized intermediaries. Using a network of Secure Multi-Party Computation (SMPC) nodes, it validates and executes cross-chain transfers securely and efficiently. It supports a wide array of networks, including: Ethereum BNB Chain Arbitrum Optimism Avalanche Fantom Polygon Its codebase is open-source and publicly available on Multichain GitHub, reinforcing its transparency and community trust. Interoperability: Move tokens across…  ( 4 min )

🎀 The Problem Given an integer array nums and an integer val, remove all occurrences of val in nums in-place. The order of the elements may be changed. Then return the number of elements in nums which are not equal to val. Consider the number of elements in nums which are not equal to val be k, to get accepted, you need to do the following things: Change the array nums such that the first k elements of nums contain the elements which are not equal to val. The remaining elements of nums are not important as well as the size of nums. Example: Input: nums = [3,2,2,3], val = 3 ,] class Solution { public int removeElement(int[] nums, int val) { int i, j; int k = 0; Arrays.sort(nums); for (i = 0; i < nums.length; i++) { if (nums[i] == val) {…  ( 4 min )

How I Fixed the Mystery of Corrupted File Downloads from AWS S3 When your users report "corrupted files" but everything looks fine on your end Last month, I ran into one of those bugs that makes you question everything you think you know about web development. Users were complaining that downloaded files from our document management system were "corrupted" and wouldn't open. The twist? The files were perfectly fine in our AWS S3 bucket. Picture this: You're building an application where users upload important kyc documents—driver's licenses, bank statements, tax documents. Everything seems to work perfectly during testing. Files upload fine, they're stored securely in S3, and when you download them through your admin panel, they open without issues. Then the support tickets start rolling…  ( 6 min )

These days, the hype around vibe coding feels limitless. Tools that promise to turn your ideas into apps with nothing more than a chat prompt are everywhere. But back in March this year, I came across a tweet from a developer who discovered that one of those tools, Lovable, was exposing a user's Supabase API key. While it was a publishable API key, it had no permissions or restrictions, and the developer was able to access all the app's data without authentication, just by looking at the public build. This is not innovation. This is a security breach waiting to happen. This is what happens when people lean too hard on the vibe. They build software by instinct, skip fundamentals, and trust that the tool knows best. But when you are shipping products that handle real data, real users, and r…  ( 6 min )

Accessible Angular Forms are essential to ensure that all our users – including those with disabilities – can interact with our Angular App effectively. By implementing forms with Accessibility (A11y) in mind, we meet legal (EAA 2025 ♿) and ethical standards, and create a more inclusive experience. Accessible forms work better with screen readers, keyboard navigation, and assistive technologies – which not only helps users with impairments but also enhances the overall UX of our Angular Apps. In Angular, we have two types of forms: Template-driven Forms: These are simpler and more declarative, relying on Angular Directives to create forms. They are built around the NgModel directive and generally used for simple forms. As the name suggests, these are implemented in the template through att…  ( 7 min )

Potential customers often arrive at your pricing page during the final stage of their journey. By this point, they’re likely already interested in your offering and are evaluating pricing models before making a purchase decision.  That’s why your pricing page layout plays a critical role in communicating your plans and guiding users toward the right plan for their needs. But what exactly makes a SaaS pricing page effective? Interestingly, most SaaS pricing pages tend to follow a similar structure. This isn’t by accident, which is explained by Jakob’s Law: Users prefer familiar experiences. When your pricing page resembles layouts they’ve seen before, it builds trust and reduces friction. Deviating too much from these expectations can actually hurt your chances of conversion. In this blog, …  ( 7 min )

When it comes to weight loss, most people instinctively think of grueling workouts, strict diets, or miracle pills. But what if the most powerful tool for shedding unwanted pounds was right in front of you—on your plate? At Bluepill Express, we believe that the journey to a healthier, leaner body begins not in the gym or pharmacy, but in the kitchen. What you eat, how you eat, and when you eat play a defining role in how your body looks, feels, and functions. In this article, Bluepill Express lays out a clear, science-backed, and realistic plan that highlights the role of food in weight loss—and how you can make better choices to achieve real, lasting results. You’ve heard the saying: “Abs are made in the kitchen.” While exercise is essential for health and fitness, weight loss is 80% nutr…  ( 6 min )

JavaScript is one of the most widely used programming languages in the world, powering everything from simple websites to complex web applications. Understanding the fundamental JavaScript key points is essential for any developer looking to write efficient, maintainable, and scalable code. Whether you are a beginner or an experienced coder brushing up on your skills, knowing these key aspects of JavaScript will help you write better code and solve problems more effectively. In this blog, we will explore the top 10 JavaScript key points every developer should know to excel in their projects. Understanding Variables and Data Types in JavaScript One of the most basic yet crucial JavaScript key points is mastering how variables work and the different data types available. JavaScript has thr…  ( 6 min )

Para llamar a JetBlue desde México, el número de atención al cliente es +52-800-953-7578 (MX) / +34-900-876-019 (ES) o al +1-866-932-4012 (EE.UU). Este es el número directo para contacto desde México. JetBlue también ofrece un número internacional general, +52-800-953-7578 (MX) / +34-900-876-019 (ES) o al +1-866-932-4012 (EE.UU), que podrías usar si el número específico de México no funciona por alguna razón, aunque se recomienda siempre usar el número local para evitar cargos adicionales o complicaciones. Ten en cuenta que los horarios de atención pueden variar, aunque JetBlue generalmente ofrece soporte telefónico 24/7 +52-800-953-7578 (MX) / +34-900-876-019 (ES) o al +1-866-932-4012 (EE.UU) en su línea principal de EE. UU. Es aconsejable tener a mano tu código de confirmación o número de TrueBlue para agilizar la llamada.  ( 3 min )

In the past few years, AI has taken a front seat in how we work, build, and even learn. While that’s exciting in many ways, there’s something no one is really talking about — the quiet decline of true learning, especially in the programming world. As someone who's learning and building daily, I've noticed a shift that worries me. Here’s what’s going on. Let’s say AI takes over most software jobs. That fear alone is already discouraging a lot of beginners. They wonder: “Why should I learn to code if AI can already do it better and faster?” The result? Fewer people are even trying to learn. And among those who do, many quit early. Not because they’re lazy — but because the beginning is genuinely hard. Most people don’t realize that learning to code takes time, patience, and frustration. The …  ( 4 min )

Explore Notte on Github A lightweight MCP server that gives LLMs full browser automation powers — from web scraping to form-filling and multi-step workflows. Large Language Models (LLMs) like Claude and tools like Cursor are powerful — but inherently limited. Without external tools, they can’t interact with the real web, access live data, or perform complex multi-step tasks. That’s where the Model Context Protocol (MCP) comes in. MCP allows AI systems to break free from their limitations by interfacing with external services through dedicated servers. Notte builds on this, enabling browser control capabilities. Notte is a full-stack framework for building, deploying, and scaling web-native AI agents. We transform the internet into an agent-friendly environment, turning any website into a s…  ( 6 min )

The Abstraction That Hid the Only Logic That Mattered Duplessis van Aswegen ・ Jun 2 #programming #architecture  ( 3 min )

Spring is a popular Java framework that has been widely used for building enterprise-level applications. However, setting it up manually can be time-consuming and complex. That’s where Spring Boot comes in—it simplifies the development process. Understanding the difference between Spring and Spring Boot is essential for developers looking to build Java applications more efficiently. Spring is a comprehensive framework for building Java applications. It provides support for dependency injection, aspect-oriented programming, and transaction management. The Spring framework includes multiple modules like: Spring Core Spring MVC Spring AOP Spring JDBC Each module handles a specific aspect of application development, giving developers fine-grained control over configurations. Spring is best sui…  ( 4 min )

Hello Readers It's day #38 of building KARL - AI. Update: Project is in Development Stage. Documentation is going on parallelly. Explore more here ↗  ( 2 min )

Every day it feels like there’s a new tool, a new framework or a new AI model that’s going to “change everything” - again. Looks like if you’re not using six different vector databases and fine-tuning your own LLM by lunchtime, you’re missing out. But seriously: how do people in tech keep their head straight through all this? Do you follow the trends, pick your battles or just close your laptop and go touch grass? Would love to hear how folks are filtering the noise and staying (at least somewhat) sane.  ( 3 min )

Retrospectives generate valuable team insights, but those insights often get stuck in the tool where they were created. Your team discusses important improvements, identifies action items, and reaches consensus on priorities - then someone has to manually recreate everything in Confluence for documentation. Most teams face the same challenge: retrospective insights need to live in Confluence for stakeholder updates, team reference, and organizational knowledge - but manual recreation is time-consuming and details get lost. Kollabe's new Confluence integration transforms completed retrospectives into comprehensive Confluence pages with a single click. Complete retrospective summary: All items, discussions, and outcomes Professional formatting: Clean, readable layouts that preserve context Action items highlighted: Key takeaways prominently displayed Voting data preserved: Team consensus and priority rankings maintained Choose exactly where your documentation goes: Select specific Confluence space Pick exact page hierarchy location Integrate with existing documentation structure Maintain organizational consistency Retrospective insights become permanent, searchable team knowledge instead of isolated session records. Teams can: Reference past improvements when similar issues arise Track improvement themes across multiple sprints Share outcomes with stakeholders easily Build organizational memory that survives team changes The setup is straightforward: Connect your Confluence account via OAuth Select your target space and page location Click export after your retrospective Access formatted documentation immediately This feature is available for all Kollabe users. Turn your retrospective insights into lasting team documentation that stakeholders can access and teams can reference for continuous improvement. Have you been manually recreating retrospective content in Confluence? How do you currently preserve team insights from retrospectives?  ( 3 min )

The Ultimate Guide to 20000 Puff Disposable Vapes The Ultimate Guide to 20000 Puff Disposable Vapes Introduction What Is a 20000 Puff Disposable Vape? Key Features Extended Longevity: With up to 20000 puffs, these vapes last significantly longer than standard disposables. Benefits of 20000 Puff Disposable Vapes Long-Lasting Performance Convenience Wide Range of Flavors Portability How Long Does a 20000 Puff Disposable Vape Last? Light Vapers (100 puffs/day): ~200 days Top Picks in the Market Lost Mary MO20000 Pro NEXA ULTRA 50K VIHO Supercharge Safety and Considerations Always purchase from reputable vendors. Where to Buy Final Thoughts The best 20000 Puff Vapes for 2024 Discover the toppers  ( 4 min )

Introduction This article is a continuation of Expose home server with Rathole tunnel and Traefik article, which explains how to permanently host websites from home by bypassing CGNAT. That setup works well for exposing a single home server (like a Raspberry Pi, server PC, or virtual machine), but it has a limitation: it requires one VPS (or at least one public network interface) per home server. This is because the Rathole server exclusively uses ports 80 and 443. But it doesn't have to be like this. We can reuse a single Rathole server for many tunnels and home servers, we just need a tool to load balance their traffic, as long as our VPS's network interface provides enough bandwidth for our websites and services. This article explains how to achieve that using Traefik HTTP and TCP rou…  ( 8 min )

Why Encoding? tokenization. In Natural Language Processing (NLP), we use TensorFlow's Keras API **to easily convert text into sequences of numbers using a **Tokenizer. Why use tensorflow.keras? For smoother experience, especially when using TensorFlow, tools like Google Colab are recommended to avoid installation issues. 1. Tokenisation Explanation: tok=tokenizer() it is an initialisation of tokeniser which will break sentence into words. corp, corpus or paragraph which we will break it. tok.fit_on_texts(corp), it will give index to words. How indexing works in here? the most frequent word get lowest index like 1. print(tok.word_index), it ask for what is word index. 2. Convert text to sequences Problem: What Happens with New Words? When you train a tokenizer on some text, it only builds a vocabulary from those words. Example Without OOV Handling we tokenised the text into word and it have assigned the index. Now try a sentence with a new word "black": Now we have add word black texts_to_sequences() skip the word black. Handle OOV (Out-of-Vocabulary) Words Out of vocabulary words is word that is not present during training fit_on_texts(). Output: {'balck': 1, 'i': 2, 'need': 3, 'coffe': 4, 'we': 5, 'can': 6, 'make': 7, 'it': 8, 'from': 9, 'water': 10} Even though "black" wasn’t in training, it gets index 1 — the reserved OOV token. Limiting the number of words. Let say I don't want whole paragraph I want to limit the words why? because of efficiency if I take corpora (whole paragraph) then to process it will take time. To make it easy we will limit it. tok=Tokenizer(oov_token='balck',num_word=4)  ( 4 min )

Voice AI agents in hospitals > your last customer service rep? Did they solve healthcare pain points? Yep, Thanks to LLMs. Voice AI in healthcare isn’t just automating calls or sending appointment reminders anymore. Smart AI assistants are now improving how doctors, nurses, and patients interact — in real-time, with fewer errors and way more context. Let’s explore how LLM innovations help Voice AI as agents in the healthcare industry. What Are Voice AI Agents in Healthcare? Voice AI agents are software-based voice assistants trained to understand, interpret, and respond to human speech in natural language. Patient triage and symptom checking Medication reminders and adherence tracking Automating front-desk queries Real-time clinical documentation for doctors Also, Voice AI Agents reduce…  ( 4 min )

Choosing the right data platform can make or break your business applications. Microsoft offers two powerful solutions—SharePoint and Dataverse—but they serve very different purposes. SharePoint is a document management and collaboration tool, while Dataverse is a structured data platform designed for business applications. So, which one should you choose? Let’s break it down. *1. Data Structure and Storage * SharePoint is designed primarily for document management and collaboration. It uses lists and libraries to store semi-structured or unstructured data, such as files, tasks, and discussions. While SharePoint lists can store large volumes of data, they lack relational database capabilities, making it difficult to handle complex relationships between different data sets. Dataverse is a…  ( 6 min )

Agentic AI is reshaping the world of online shopping by delivering tailored experiences to each user. Rather than offering the same generic product suggestions to everyone, it observes user behavior—what they search for, click on, ignore, or purchase—and then uses that data to make smarter, more relevant product recommendations in real time. This adaptive approach means that whether someone is shopping for fashion, electronics, or everyday essentials, Agentic AI ensures the experience feels curated and convenient—just like having a personal shopper online. Also Read: How Agentic AI is Shaping the Future of Consumer Recommendations Learns from Every Action Recommends Smarter, Not More Remembers What You Love Adapts to Changing Preferences Real-World Applications of Agentic AI Fashion Retail Grocery Platforms Technology Stores Home & Lifestyle Websites Benefits for Shoppers and Businesses Time-Efficient Browsing Simplified and Enjoyable Shopping Fewer Returns, Better Matches Enhanced Customer Loyalty The Intelligence Behind Personalized Experiences Predicts Needs Before They're Expressed Context-Aware Recommendations Communicates on Your Level While Agentic AI operates on intelligent algorithms, it also incorporates human feedback—learning from reviews, star ratings, and user comments to refine its understanding. This blend of automation and empathy helps customer support teams deliver faster, more personalized help by understanding each user’s shopping history and preferences. Agentic AI isn’t just a technical upgrade—it’s a step toward more human-like, intuitive digital experiences. It saves time, builds trust, and ensures that online shopping is as personal and thoughtful as in-store interactions. At Destinova AI Labs, we’re committed to making this future a reality. By integrating Agentic AI into e-commerce platforms, we aim to create seamless, intelligent, and genuinely helpful shopping journeys for everyone.  ( 4 min )

"Everyone starts somewhere. I started with confusion, Google searches, and a lot of coffee." But one day, I found the Namaste JavaScript series by Akshay Saini. And that’s when things started to click. He didn’t just teach—he explained why, in a way that felt like a friend walking me through it all. That’s when I decided to dive into Namaste React and Namaste Node.js. ⚛️ Namaste React – Building UIs, Building Confidence But lesson by lesson, project by project, I started seeing it: I built my first component. Then another. I passed props like a pro. I even figured out hooks (well... eventually 😅). There were moments of frustration, but also a lot of "Wow, I actually made that!" And that feeling? Pure gold. 🌐 Namaste Node.js – From Frontend to Full Stack Let me be real: backend scared me. Servers, requests, APIs—it sounded too technical. But this series? It made the complex feel simple. I learned: How servers actually work Building REST APIs from scratch Routing, middleware, and even a bit of MongoDB I started building full-stack apps. Not huge ones, but they were mine. And they worked. ❤️ What I Learned Beyond Code It taught me: To be patient with myself To Google like a ninja That everyone starts as a beginner And that the “hero” isn’t someone who knows everything, but someone who doesn’t stop learning 🚀 To Anyone Starting Now... The Namaste series didn’t just teach me code. It gave me the confidence to say: "Hey, I can actually do this." From zero to hero? Maybe. But really, I’m just getting started. 💬 Let’s Connect! If you’re on a similar journey or just want to share what you’ve built, feel free to drop a comment or connect. We’re all learning together. 🙌 NamasteReact #NamasteNodeJS #SelfTaughtDeveloper #FromZeroToHero  ( 4 min )

cPanel has been a popular choice for managing websites and servers for a long time. But as technology grows and users look for different options, many new tools have come up with better features, lower prices, and easier interfaces. In this post, we’ll explore some of the best alternatives to cPanel, what makes them popular, and how to choose the right one for your needs. cPanel is a popular Linux-based web hosting control panel that provides an easy-to-use graphical interface and automation tools designed to simplify server management. It allows website owners and administrators to manage everything from website files, email accounts, and databases to domain names, security, and applications—all in one place. User-friendly GUI: Easy navigation without deep technical knowledge. Powerful …  ( 7 min )

I’ve been exploring an idea for a fully automated AI-powered cryptocurrency trading system that could be built entirely using free and publicly available services. The concept combines Groq AI for ultra-fast decision-making, a free crypto news API to analyze real-time market sentiment, and exchange APIs like Binance’s to execute live trades and monitor balances. The system would automatically analyze trends, interpret news, and make informed trading decisions in real time. It would also include a web-based dashboard to display capital status, trade logs, AI insights, and profit and loss — all updated live for full transparency. The goal is to create a highly efficient, intelligent, and low-cost crypto trading setup using freely accessible tools and APIs. It’s still just an idea at this stage, but I believe it has strong potential. I’m interested in feedback, collaboration, or hearing from others working on similar concepts. hashtag#Crypto hashtag#AI hashtag#Automation hashtag#TradingBot hashtag#GroqAI hashtag#BinanceAPI hashtag#CryptoNews hashtag#TechIdeas hashtag#Innovation hashtag#WebDashboard  ( 3 min )

Introduction In the last article, we explored the outbox pattern and a generic way to configure it. This time, we’ll dive into implementing the Outbox Pattern with SQL Server to guarantee transactional consistency between database updates and message publishing. The main idea of this project is to send a command to create an order, when the order is create, it'll send 2 messages OrderPlaced & OrderPaid, in case we have a failure, we shouldn't send any message. .NET 8+ Podman (or Docker) to run local containers: SQL Server RabbitMQ Brighter knowledge about RabbitMQ Nuget packages Paramore.Brighter.Extensions.DependencyInjection Paramore.Brighter.Extensions.Hosting Paramore.Brighter.MessagingGateway.RMQ Paramore.Brighter.Outbox.MsSql Paramore.Brighter.ServiceActivator.Extensions.Depend…  ( 7 min )

Introdução No artigo anterior, abordamos os conceitos básicos do padrão Outbox, que é uma estratégia usada em sistemas distribuídos para garantir que operações de banco de dados e mensageria sejam tratadas de forma consistente. Vimos como ele evita inconsistências causadas por falhas durante a publicação de eventos ou comandos, armazenando as mensagens em uma tabela de outbox antes de enviá-las ao broker de mensagens (ex: RabbitMQ). A ideia principal é enviar um comando para criar um pedido (CreateNewOrder). Ao criar o pedido, serão publicados dois eventos: OrderPlaced e OrderPaid. Em caso de falha, nenhuma mensagem deve ser enviada. .NET 8+ Podman (ou Docker) para executar containers locais: SQL Server RabbitMQ Conhecimento prévio sobre Brighter e RabbitMQ. Pacotes NuGet …  ( 7 min )

Get Real-Time Security Alerts: Integrating Fail2Ban with Microsoft Teams 🛡️ Ever wished you could get instant notifications in Microsoft Teams when someone tries to break into your server? I've got you covered! I recently created a solution that bridges Fail2Ban security monitoring with Microsoft Teams notifications, complete with geographical information about potential attackers. As a system administrator, monitoring server security events can be challenging. Fail2Ban does an excellent job of detecting and blocking malicious activities, but by default, you only know about these events when you actively check the logs. What if you could get real-time notifications directly in your Teams workspace with detailed information about each security incident? I developed fail2ban-ms-teams-noti…  ( 5 min )

## Here’s one that worked for us: https://rkoots.github.io/styleguide/  ( 2 min )

Upload. Visualize. Share. — Meet ZipTree Unpacking ZIP files manually just to see what’s inside is slow and annoying — especially when you only need a quick glance at the folder structure for documentation, review, or debugging. So I built ZipTree— a free online tool that turns any ZIP file into a clean, readable folder tree in seconds. 🚀 Why I Built This Then I thought… ⚙️ How It Works Read the file contents in your browser Extract the folder hierarchy Render it as a neat, VS Code-style tree view project/ ├── src/ │ ├── App.jsx │ └── index.js ├── public/ │ └── index.html └── package.json 💡 Use Cases: 📂 Quickly inspect ZIP contents before extracting 📚 Great for code reviewers or educators 🔍 Perfect for adding folder trees to documentation or READMEs 🤖 Works well with AI-generated ZIP files 🧪 Use in tutorials, exercises, and technical blogs ✅ Why ZipTree? Works offline after load No tracking or data uploads Clean, copyable output 🔗 Try It Now https://https://ziptree.vercel.app/ No sign-up. No waiting. Just upload and explore. 💬 I’d Love Your Feedback 1.Something doesn’t work 2.There’s a feature you’d love to see (dark mode? export options?) 3.You use it in a cool way! Built for devs, writers, educators, and anyone tired of "unzip → open → explore → delete."  ( 3 min )

Over the past ten years, cryptocurrency trading has seen significant change.Among the most significant advancements is the rise of decentralized exchanges (DEXs), which are transforming the way traders buy, sell, and swap crypto assets. Unlike traditional centralized exchanges, DEXs operate without a middleman, offering a more secure, transparent, and user-empowered trading environment. Discover the benefits of decentralized platforms and why they’re reshaping the crypto world Why decentralised exchanges are giving traders more power, security, and transparency How people gain more autonomy and control through decentralised exchanges Improving transparency and reducing risks with decentralized exchanges Making crypto trading more accessible, secure, and efficient with decentralization How decentralized exchanges protect users from hacks and censorship Conclusion Decentralized exchanges are making crypto trading better by offering enhanced security, transparency, control, and accessibility. By removing intermediaries and allowing peer-to-peer trading, DEXs empower users to take full ownership of their digital assets. As the crypto market matures, decentralized exchanges are poised to become a cornerstone of the global financial ecosystem, driving innovation and inclusivity. For traders looking to explore new opportunities in crypto, understanding the benefits and workings of decentralized exchanges is essential. The future of crypto trading is decentralized and it’s already here.  ( 5 min )

Hello everyone! Today we are building super simple but useful sticky changelog. Originally posted on: https://lexingtonthemes.com/tutorials/how-to-create-a-sticky-changelog-with-tailwind-css-and-astrojs/ Why sticky? You my wonder… Ease of Use: Sticky dates improve navigation in changelogs, making it easier to locate recent updates or specific changes without excessive scrolling. Version Management: Visible dates assist in managing and comparing software versions, especially when they’re closely tied to release dates. Transparency and Trust: Regular updates with visible dates show active maintenance, building trust through transparency and a commitment to improvement. Regulatory Compliance: For regulated projects, a detailed changelog with dates is crucial for compliance, serving as a record for audits or certifications. User Engagement: A well-maintained changelog with visible dates keeps users informed about updates, encouraging them to engage with new features and improvements. User Engagement: A well-maintained changelog with visible dates keeps users informed about updates, encouraging them to engage with new features and improvements.  ( 3 min )

🤖 I Built an AI Agent That Finds Jobs for Me 🤯 Arindam Majumder ・ Jun 2 #ai #python #programming #beginners  ( 2 min )

Introduction In this article, we will create a notification system using Livewire. Notifications are crucial for informing users about key events in an application. By using Laravel for the backend and Livewire for dynamic and interactive front-end components, we can create an efficient and responsive solution. Livewire is a full-stack framework for Laravel that makes creating dynamic components very simple without leaving the Laravel ecosystem. This gives your users a more dynamic and responsive experience. Full-Stack Framework: Livewire allows you to build dynamic interfaces using Laravel without writing a single line of JavaScript. It seamlessly handles both the front-end and back-end. Component-Based: Livewire uses components to encapsulate the logic and presentation of specific part…  ( 7 min )

does this work? First time Dev.to user  ( 2 min )

What is a coroutine object? A coroutine is a special kind of function that can pause and resume its execution, allowing asynchronous programming. When you call an async function, it doesn’t run immediately like a regular function. Instead, it returns a coroutine object — essentially a “promise” that it will run when awaited. async def say_hello(): print("Hello!") return "Done" result = say_hello() # This returns a coroutine object, it does NOT execute yet print(result) # # To actually run the coroutine and get the result, you need to await it: output = await say_hello() # Now it runs, prints "Hello!" and returns "Done" print(output) # "Done" Coroutine objects represent tasks that haven’t run yet. You must await them inside an async function to actually execute the code and get the result. If you don’t await and just return the coroutine, it’s like returning a “recipe” instead of the “finished dish.” Your repository functions are async (return coroutine objects). If you return the coroutine itself (without await), FastAPI tries to serialize the coroutine object, which causes errors. You must await those async calls so FastAPI gets the actual data to send in the response. Term Meaning coroutine function A function defined with async def coroutine object The result of calling a coroutine function — a "lazy" task not yet run await The keyword that runs the coroutine and gets its result  ( 3 min )

Managing Python Projects with Poetry: A Beginner's Guide In the world of Python development, managing dependencies and project configurations can quickly become cumbersome. This is where Poetry comes in. Poetry is a dependency management tool that simplifies the process of managing Python projects. It not only handles package dependencies but also creates virtual environments automatically and streamlines project packaging for distribution. In this article, we’ll explore how to install Poetry, create a project, manage dependencies, and even publish your package to PyPI. Poetry is a tool that helps you declare, manage, and install dependencies for your Python projects, while also providing a simple and intuitive way to manage your project's metadata. It is useful for developers because it…  ( 4 min )

Midjourney's learning curve is steep, but climbing it unlocks a superpower for developers and entrepreneurs. Learn how to create stunning, cohesive image sets that actually work for your projects. Go from building style reference galleries to using the describe feature for professional marketing visuals that don't scream "AI-generated. I tried to use Midjourney unsuccessfully a few times before, but decided to give it one more try after reading a good tutorial thread on X by @kubadesign. His thread got me most of the way there, but I picked up an additional trick with Midjourney's describe feature that I think is worth sharing. I initially planned to use these images for uzi.sh, a tool for parallel LLM coding agents. While I ultimately chose a different final image for that project because…  ( 6 min )

Robylon AI – Agentic Automation for Scalable Customer Support and Business Workflows Robylon AI is a next-generation agentic AI platform that empowers businesses to automate over 90% of their customer queries and operational workflows across key communication channels; including chat, email, voice, and ticketing; while maintaining 99% accuracy from day one. Designed for scale, speed, and adaptability, Robylon combines the intelligence of large language models with the robustness of human-in-the-loop oversight to deliver enterprise-grade automation without requiring an in-house AI team. Unlike traditional bots, Robylon operates as an agentic AI worker, meaning it can understand user intent, trigger actions across platforms, adapt to product updates, and continuously learn with minimal inter…  ( 3 min )

Transforming Environment, Health Tech, Urban Planning, and Education with AI Artificial Intelligence is reshaping our world, contributing to solving challenges with innovative solutions. In 2025, AI startups are leading the charge, from climate change to enhancing healthcare, designing smarter cities, and revolutionizing education. For anyone in the tech community—whether you’re an enthusiast, professional, or simply curious—these four AI startups are making a significant impact and are worth watching. Environmental Pachama uses AI and satellite imagery to verify carbon credits and support forest restoration worldwide. Its technology analyzes global forest data to ensure carbon offset programs are transparent and effective, addressing concerns about their credibility. Companies like Micros…  ( 4 min )

What distinguishes custom-built platforms from off-the-shelf software?  ( 2 min )

Overview, Historical Timeline, Problems & Solutions In Python, all data is made of objects. A number is an object. A string is an object. A list is an object. Even functions and classes are objects. Python treats everything as an object so it can store, copy, or link all parts of a program. When you run a program, you give Python values. Python turns those values into objects. The object holds data and also knows what it can do. This is what makes Python flexible and powerful. Python lets you represent all data as objects. name = "Ada" age = 36 Each value here becomes an object. The word name points to a string object. The word age points to a number object. Every object in Python has three parts: identity, type, and value. The identity is like a tag number. It never changes. The type …  ( 7 min )

Tomorrow, my friend and I are launching the side-project we’ve been working on for the past 3 months: Jots—a simple, developer-focused journaling tool with just a touch of AI. Since I have been a dev, for the past 4+ years, I’ve always had side projects. My biggest one was Just Remind, which I created to stop forgetting the books I read. The reason I build side projects is because I enjoy building stuff for fun. Mostly stuff that help me in my day-to-day. Stuff that solve my own problems, and hopefully help other people too. Being a dev is kinda like a superpower, to be able to take a problem and build yourself the solution. I love it! But this was the first time I was working on a hobby project with someone else. Not building alone is a game changer. It cuts the burden of everything you h…  ( 6 min )

The SQL INSERT INTO statement is a core part of almost every application—but are you using it efficiently? This guide covers simple syntax, performance pitfalls, and optimization techniques to help you write smarter inserts. Whether you're adding a few rows or importing thousands, these practices will save time and resources. INSERT INTO customers (name, email) VALUES ('Jane', 'jane@example.com'); Insert multiple rows: INSERT INTO customers (name, email) VALUES ('Jane', 'jane@example.com'), ('Mark', 'mark@example.com'); Batch Your Inserts Group records into one INSERT statement. Use Transactions Reduce overhead by committing only once: BEGIN; INSERT INTO ...; COMMIT; Delay Commits Especially for 1000+ row inserts. Bulk Tools Use LOAD DATA INFILE (MySQL) or other tools for large imports. Default Values Set up default values in your schema to simplify inserts. Insert from Another Table INSERT INTO archive_table SELECT * FROM main_table WHERE status = 'closed'; Auto-fill Fields with DEFAULT CREATE TABLE example ( id SERIAL, created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP ); Lock Tables for Heavy Inserts Prevents other queries from interfering. DbVisualizer: A great SQL client with visual tools for editing, running, and debugging INSERT queries. SQL Loader Tools: Try native bulk import tools if you're moving big datasets. Yes—list only the columns you're inserting. LOAD DATA safe for production? Yes, if you're careful about file format and permissions. INSERT with data from other tables? Yes! Combine it with SELECT for mass transfers. If you're not optimizing your INSERT queries, you're leaving performance on the table. Use the techniques here to reduce load times, save resources, and write cleaner code. Read the article INSERT INTO SQL Clause for more details.  ( 17 min )

Kubernetes is a powerful system—but with great power comes great responsibility. As clusters grow and more users or services interact with them, access control becomes a critical aspect of your security posture. This is where RBAC (Role-Based Access Control) comes into play. In this article, we’ll demystify Kubernetes RBAC, explain how it works, and walk through practical examples to help you implement it effectively. What Is RBAC in Kubernetes? Grant read-only, read-write, or admin access to specific resources. Limit users or services to namespaces or cluster-wide resources. Enforce the principle of least privilege. RBAC Key Components Role:-Defines a set of permissions within a namespace. ClusterRole: Like Role, but applicable cluster-wide. RoleBinding: Grants a Role to a user/service ac…  ( 4 min )

There’s something strangely poetic about failing 147 times in a row… and still pressing “retry.” That’s Flappy Bird for you — a game that feels like an inside joke between coders and chaos. But instead of just flapping endlessly and rage-quitting like most of us did in 2013, I decided to take a different route: analyze the game using Python. Because sometimes, understanding the monster is the only way to tame it. Why Flappy Bird Still Holds Our Attention As a Python dev, I couldn’t help but think: What if we could quantify the chaos? What if we could understand the rhythm of those pipes, the bird’s flight physics, or the hitbox sensitivity — all through code? Using Python to Analyze Gameplay Data Success rate per session And let me tell you — once I plotted my own “death heatmap,” I realiz…  ( 5 min )

Tired of 403s and blank pages when scraping JavaScript-heavy websites? Looking for one library which can take care of 403, js rendering automatically? You're not alone — and that's exactly why I built ScrapeSome. ScrapeSome is a developer-friendly Python library that makes scraping modern websites simple — even the ones loaded with dynamic JavaScript or tough anti-bot protections. It’s fast, lightweight, and requires zero boilerplate. I kept hitting walls on scraping projects: Pages rendered everything with JavaScript APIs were locked down or undocumented requests/Scrapy failed or got 403 error Setting up full browser automation felt too heavy for small jobs So I built ScrapeSome — to fill the gap between requests and full-on headless scraping frameworks. Handles both static and JS-heavy …  ( 5 min )

When I started learning the Java basics. One of the first things I came across was data types. it’s very important. Let me share what I understood so far. Data Types: Java has two main types of data types: Primitive Data Types. In this post I will give the outline Primitive Data Types. There are 8 Primitive Data Types: byte | 1 byte | Small whole numbers | byte a = 10; | short | 2 bytes | Bit bigger numbers | short b = 1000; | int | 4 bytes | Most common whole numbers | int age = 25; | long | 8 bytes | Huge whole numbers | long stars = 123456789L; | float | 4 bytes | Decimal numbers | float price = 12.5f; | double | 8 bytes | More accurate decimals | double pi = 3.14159; | char | 2 bytes | Single character | char letter = 'A'; | boolean | 1 bit | True or False | boolean isJavaFun = true; | My Personal Suggesion: First start with int for numbers and double for decimals.  ( 3 min )

How to Speak Up and Get Promoted in an IT Company While every company operates differently, the overall mechanics of career growth and salary increases in the IT industry tend to follow similar patterns. At some point, almost every professional — from junior developers to seasoned tech leads — faces the same question: How do I speak up and get recognized if I want to grow or earn more? To move forward successfully, it's important to understand not only your personal goals but also the company's motivations. When a company opens a new position, the primary goal is usually the same: improve business efficiency and profitability. Common reasons include: Filling a specific team role. Increasing team productivity and delivery speed. Reducing pressure on key individuals. Improving product q…  ( 5 min )

When you install or run Python-based tools on Arch Linux — especially from the AUR — you might notice that your system accumulates a lot of __pycache__ directories. These are generated when Python byte-compiles modules, but they aren’t always removed when you uninstall a package. In this short guide, we’ll walk through how to identify and optionally clean up those __pycache__ directories — specifically the ones not owned by any package — and exclude system paths like Flatpak while we're at it. Tools installed via the AUR (like waydroid-scripts-git, for example) might drop files under /opt, /usr/local, or other places. These files (especially .py and __pycache__) might not be tracked by pacman, so even after uninstalling the tool, leftover Python cache directories can remain. __pycache__ Directories Here’s a one-liner that will: Search your system for all __pycache__ directories Skip the Flatpak directory (/var/lib/flatpak) Check whether each is owned by any package Print only the ones that are not owned find / -type d -name '__pycache__' -not -path '/var/lib/flatpak/*' 2>/dev/null | while read dir; do pacman -Qo "$dir" &>/dev/null || echo "Not owned: $dir" done Not owned: /opt/waydroid-scripts/tools/__pycache__ Not owned: /usr/local/lib/python3.11/site-packages/some_tool/__pycache__ __pycache__ directories aren't dangerous, but they can accumulate and clutter your system — especially in directories that aren’t cleaned by package managers. With a few commands, you can find and clean up these leftovers safely, keeping your system neat and under control. Have your own cleanup tricks? Share them in the comments!  ( 3 min )

Servers don't need to be online at 3 a.m. Manually schedule instances with our visual time grid. Shut down servers during off hours, downsize idle machines, and manage resources across AWS, GCP, and Azure. Stop paying for idle cloud resources. With ServerScheduler, you can automatically power down your servers and databases when your team isn't working, whether it's overnight, on weekends, or during holidays. This simple automation can reduce your cloud bill by up to 70% —all without requiring manual effort. https://serverscheduler.com  ( 3 min )

Introduction Force-pushing in Git (git push --force) is a powerful but dangerous command. It overwrites remote changes without checking if others have pushed new commits, which can lead to lost work. Fortunately, Git provides a safer alternative: git push --force-with-lease. This command ensures you don't accidentally overwrite someone else's changes while still allowing you to rewrite history when needed. In this guide, we'll explore how --force-with-lease works, when to use it, and best practices for avoiding mistakes. --force-with-lease Works Unlike --force, which blindly overwrites the remote branch, --force-with-lease checks if the remote branch has changed since you last fetched it. git push --force → Overwrites remote branch no matter what. git push --force-with-lease → Only o…  ( 6 min )

One of the most powerful features of cloud computing is scalability—and Microsoft Azure makes it incredibly simple with Autoscaling. Whether you're hosting a small web app or a full-scale enterprise platform, you don’t want to be manually adjusting resources every time traffic spikes. That’s where Azure’s autoscaling steps in. Autoscaling means your application can automatically increase or decrease resources based on demand. Instead of overprovisioning (and overpaying) or dealing with performance issues during traffic spikes, you set rules that let Azure do the scaling for you. Azure supports autoscaling for several services: App Services Virtual Machine Scale Sets Azure Kubernetes Service (AKS) Azure Functions In this guide, we’ll focus on App Service autoscaling, since it’s one o…  ( 4 min )

JavaScript’s type coercion and dynamic typing system are full of subtle (and sometimes surprising) behaviors. Understanding these quirks can make you much more confident and effective as a JS developer. Here’s a list of not-so-obvious JavaScript type coercion examples, grouped into categories with explanations: 1. String vs Number Comparison Expression Value Reason '10' < '2' true Lexicographic comparison: '1' comes before '2' '10' < 2 false string '10' is coerced to number 10 '5' == 5 true string '5' is coerced to number 5 '5' === 5 false strict equality, no type coercion Rule: Loose equality (==) allows type coercion. Strict equality (===) does not. 2. Falsy Values JavaScript has falsy values that act like false i…  ( 4 min )

I broke down pricing, performance, support, and resource allocation to find out which one really gives you more for your money — especially for shared hosting users like bloggers, startups, and solo devs. 🔍 Here’s the full comparison (with clear winners in each category): Read it on Medium  ( 3 min )

🎯 Introduction Integrating testing frameworks within CI/CD pipelines embodies a transformative approach to software delivery, enhancing both speed and quality! 🌟 Continuous Integration (CI) and Continuous Delivery (CD) practices facilitate the automatic execution of tests at various stages of the development lifecycle, from initial code commit through to production deployment. By embedding a testing framework into CI/CD workflows, teams can automatically run unit, integration, UI, and API tests. This not only accelerates feedback loops but also significantly reduces the risk of defects making their way into production! 🛡️ 🎯 Why CI/CD Integration?: Automated testing in CI/CD pipelines ensures consistent quality, faster releases, and early bug detection - it's the foundation of modern …  ( 8 min )

This is the second in the series, so make sure you read the 101 blog first. Functions in Dataverse and Low-Code Plug-ins are the same and not the same. In the future everything may be in Functions in Dataverse, but as on writing Automated Plug-ins are only in the Dataverse Accelerator. What Are Automated Plug-ins How to Create one The Code Bugs Quick Example Automated plug-ins, I suspect are the future replacement of Business process. Business Process add logic to a Dataverse table beyond a simple calculated column. They can do validation, conditions, update other tables, trigger flows, etc. So a Automated plug-in is linked to a Dataverse table, and on an event (Create, Modify, Delete), the script will run. As by the name, you may have guessed this script uses Power FX, the same language…  ( 6 min )

Smart contracts are the backbone of decentralized applications (dApps) on the Ethereum blockchain. These contracts are written in Solidity, a statically typed, contract-oriented programming language tailored for Ethereum. One critical yet often overlooked aspect of smart contract development is how contracts are initialized when deployed to the blockchain. This blog post offers a deep dive into the concept of constructors in Solidity, how they work, their purpose, and best practices to keep your contracts secure and efficient. A constructor is a special function in a Solidity contract that is executed only once, at the moment the contract is deployed. Think of it as the setup phase of your smart contract—this is where you define the initial state, set permissions, or configure parameters t…  ( 5 min )

Testing...  ( 2 min )

May 8 – June 1, 2025 The Community Bonding Period of Google Summer of Code (GSoC) 2025 with CircuitVerse has been nothing short of amazing! From the very first day, I’ve been welcomed into a vibrant and supportive community full of warmth, learning, and collaboration. The journey began with a fun and light-hearted introductory meeting where I got to meet the mentors, fellow contributors, and the entire CircuitVerse community. We shared stories, experiences, and a lot of laughs. It was more like catching up with old friends than meeting a group of techies online! From there, our bi-weekly meetings began. But these weren’t your usual serious sync-ups — we always started with the good things in life. Fun updates, small wins, random banter... and then came the work. That balance made these m…  ( 4 min )

🔹 Problem: https://leetcode.com/problems/candy/description/?envType=daily-question&envId=2025-06-02 Difficulty: #Hard Tags: #Greedy #TwoPassGreedy Finding out the minimum number of candies to distribute to children based on their ratings, ensuring that each child with a higher rating than their neighbor gets more candies. Brute Force Idea: This problem is maybe the easiest HARD problem I have ever solved. I didnt realize first but the bruteforce idea I had was actually the optimal solution. I was always weak at greedy problems, but this one was straightforward. Optimized Strategy: It's a two-pass greedy algorithm. As, the minimum candies a child could have is 1, we can start by giving each child 1 candy. First Pass: We can now iterate from left to right, and if the current child's rat…  ( 4 min )

What is the DOM? The DOM is a programming interface provided by the browser that represents the structure of a web page as a tree of objects. Each element in an HTML document becomes a node (object) in this tree. JavaScript can use the DOM to access and manipulate HTML and CSS. My Page Hello, DOM! let heading = document.getElementById("title"); heading.textContent = "Welcome to JavaScript DOM!"; What Does the HTML DOM Look Like? Imagine your webpage as a tree The document is the root. HTML tags like , , and are branches. Attributes, text, and other elements are the leaves. Why is DOM Required? Dynamic Content Updates: Without reloading the page, the DOM allows content updates (e.g…  ( 4 min )

I originally posted this post on my blog. Did AI kill the tech interview? Truth is hiring and interviewing have been broken for years. There wasn't much left to kill. In over 10 years, I've witnessed all types of interviews: casual conversations, interrogation-like conversations with rapid-fire questions, take-home coding exercises, and the infamous LeetCode exercises. I asked Phind and Copilot to solve an interview exercise. I might or might not have been asked that exercise when applying to a FAANG. Here's the "made-up" problem: You're given a string containing the words "one" and "two", and the symbols "+" and "-" representing a math expression. Write a C# function called "Evaluate" to evaluate that expression after replacing "one" with 1 and "two" with 2. Assume the underlying expressi…  ( 5 min )

It’s Always the Refund It started, as these things always do, with a Slack message from support that began: "This is probably nothing, but…" It never is. Turns out a customer had requested a refund for a $0 order—paid entirely with a promotional code that someone in marketing named “YOLO100.” Our system, ever obedient, generated a pristine digital refund for exactly zero currency units and confidently shoved it into the payment gateway, which replied with the transactional equivalent of a raised eyebrow: "Invalid amount." From there, the trail of confusion expanded outward like a suburban sprawl. Engineering said it shouldn’t be possible. QA said it wasn’t in the test cases. Product said it was “an edge case.” (They always say that, don’t they? Every single cliff we fall off was once c…  ( 6 min )

Why RWAs aren’t the decentralized revolution you think they are Tokenized real-world assets (RWAs) are the new crypto darling. Everyone’s hyped: BlackRock’s onchain, treasuries are getting wrapped, and traditional finance is flirting hard with blockchain. But let’s not get it twisted: RWAs aren’t decentralization. They’re TradFi in a blockchain costume. Here’s the inconvenient truth: Want to buy tokenized real estate? Great. But that token doesn’t give you squat unless a legal entity off-chain honors it. Treasury tokens? Same thing. You’re trusting a fund manager, custodian, or regulatory body to redeem it. It’s not trustless. It’s regulatory theater with a smart contract backend. RWAs are less about empowering users and more about navigating global compliance. It’s not about breaking the system. It’s about bending the rules just enough to extract value while pretending to be futuristic. This isn’t DeFi. It’s just TradFi with faster accounting. Let’s be honest: most RWA projects don’t need a blockchain. They use it for: Token issuance Cap table management Tracking asset flow But these are things spreadsheets and CRMs have done for decades. Putting it onchain doesn’t make it revolutionary — it just makes it buzzword-compliant. Web3 wasn’t about rehypothecating bonds or making banks more efficient. It was about disintermediation. Cutting out the middlemen. Giving power back to users. Trustless systems. RWAs? They reintroduce the middlemen — they just wear hoodies now. Tokenized RWAs sound sexy, but they’re just Wall Street playing dress-up in Web3. Until these assets are truly decentralized — not just onchain — they’ll remain more TradFi than DeFi.  ( 3 min )

What is Number Book Saudia? Number Book Saudia is an online directory and search tool that allows users to look up phone numbers, identify callers, and access business contact information within Saudi Arabia. It serves as a digital phonebook, providing essential details such as the owner's name, location, and service provider. Identifying unknown callers (spam, telemarketing, or potential fraud) Verifying business contact details Checking landline and mobile numbers Avoiding scams and unwanted calls Number Book Saudia operates by aggregating publicly available data and user-contributed information to create a searchable database. Here’s how you can use it: Enter the Phone Number – Users can input a Saudi mobile or landline number into the search bar. Official Website: نمبر بوك السعودية Search for Details – The system scans its database and retrieves available information. View Results – The results may include the caller’s name, location (city), telecom provider (STC, Mobily, Zain), and user-reported tags (e.g., "Spam" or "Business"). The platform is designed to be user-friendly, ensuring that even those with minimal technical knowledge can easily navigate and retrieve the information they need. **1. Reverse Phone Lookup **2. Spam and Fraud Protection **3. Business Directory **4. Regular Database Updates **5. User Privacy Protection **1. Safety and Security **2. Convenience for Businesses **3. Time-Saving While Number Book Saudia is a powerful tool, there are some limitations: Not all numbers may be listed, especially private or newly registered ones. Accuracy depends on user contributions and public data, so some details may be outdated. Legal restrictions apply to how the data can be used, ensuring compliance with Saudi privacy laws. Number Book Saudia is an essential tool for anyone living in or doing business in Saudi Arabia. Whether you need to identify an unknown caller, verify a business number, or protect yourself from scams, this platform offers a fast, reliable, and user-friendly solution.  ( 4 min )

Signup here for the newsletter to get the weekly digest right into your inbox. weeklyfoo #87 is here: your weekly digest of all webdev news you need to know! This time you'll find 46 valuable links in 7 categories! Enjoy! Announcing Rolldown-Vite: Try out the Rolldown-powered Vite today by using the rolldown-vite package instead of the default vite package. It is a drop-in replacement, as Rolldown will become the default bundler for Vite in the future. Switching should reduce your build time, especially for larger projects. by Evan You / vite, rust, rolldown / 7 min read 📰 Good to know You’re a little company, now act like one: You’re afraid that looking like being a small company means you’ll lose sales. It’s actually the opposite – you’re alienating your best customers…  ( 7 min )

If you are trying to improve local SEO for a small website and read this post, I will save you from reading 3 books, listening to 30 podcast episodes, and reading another 100 blog posts about SEO. This year I read a number of great books. About half of them were business related, and the other half development related. Among these, I stumbled into a book on SEO. It was great to finally learn about how the internet really functions after being a web developer for 6 years. The first thing I learned is that SEO is really Really REALLY complicated. The second thing I learned is that it's complicated because of developers. It's our fault because we are so good at automating, scaling, and spamming that is automatable, scalable, and spam-able. If you're a dev reading this right now, you are n…  ( 4 min )

Code, Charts, and Checklists: Dev Workflows That Ship Faster Pratham naik for Teamcamp ・ Jun 2 #codenewbie #webdev #productivity #devops  ( 2 min )

Code, Charts, and Checklists: Dev Workflows That Ship Faster Pratham naik for Teamcamp ・ Jun 2 #codenewbie #webdev #productivity #devops  ( 2 min )

Code, Charts, and Checklists: Dev Workflows That Ship Faster Pratham naik for Teamcamp ・ Jun 2 #codenewbie #webdev #productivity #devops  ( 2 min )

In today's data-driven world, businesses require robust, secure, and scalable database systems to handle increasing data loads, ensure compliance, and drive operational efficiency. SQL Server 2022 Standard with 5 Device CAL (Client Access Licenses) is a versatile licensing model designed to meet the needs of small to mid-sized organizations looking for an optimal balance between cost-effectiveness, performance, and compliance. This blog explores the key features, benefits, licensing structure, and real-world use cases of SQL Server 2022 Standard with 5 Device CAL to help businesses make informed decisions about their database infrastructure. SQL Server 2022 Standard Edition is Microsoft’s flagship relational database management system (RDBMS) designed for businesses that require advanced d…  ( 6 min )

Code, Charts, and Checklists: Dev Workflows That Ship Faster Pratham naik for Teamcamp ・ Jun 2 #codenewbie #webdev #productivity #devops  ( 2 min )

Hey everyone☺️ I recently developed a library called typesafe_builder for implementing builder patterns in Rust, and I'd love to get feedback from the community. I was using existing builder libraries and ran into problems that I couldn't solve: Unable to express conditional dependencies (field B is required only when field A is set) No support for complex conditional logic (expressions using &&(AND), ||(OR), !(NOT) operators) Can't handle inverse conditions (optional only under specific conditions) GitHub: https://github.com/tomoikey/typesafe_builder required and optional #[derive(Builder)] struct User { #[builder(required)] name: String, #[builder(optional)] age: Option, } // ✅ Compiles successfully let user1 = UserBuilder::new() .with_name("Alice".to_strin…  ( 4 min )

A post by Ian Andrew Macalisang  ( 2 min )

Instructions: Create a function finalGrade, which calculates the final grade of a student depending on two parameters: a grade for the exam and a number of completed projects. This function should take two arguments: exam - grade for exam (from 0 to 100); projects - number of completed projects (from 0 and above); This function should return a number (final grade). There are four types of final grades: 100, if a grade for the exam is more than 90 or if a number of completed projects more than 10. Examples(Inputs-->Output): 85, 5 --> 90 55, 3 --> 75 55, 0 --> 0 Thoughts: 1.I use the if/else statement to determine the return of the final grade function of different conditions. Solution: function finalGrade (exam, projects) { if(exam > 90 || projects > 10) return 100; if(exam > 75 & projects >= 5) return 90; if(exam > 50 & projects >= 2) return 75; return 0; } This is a CodeWars Challenge of 8kyu Rank  ( 4 min )

Overview REST API is the HTTP interface following REST principles to manipulate resources. This quick refresher looks at some common concepts and its application in Divooka. REST (REpresentational State Transfer) is the de-facto style for web services: roughly 8 out of 10 public APIs you’ll meet follow it, so mastering the basics lets you speak to almost any modern backend.(Integrate.io) A REST API exposes resources (nouns such as /users/42) over plain HTTP. Clients use standard verbs to act on those resources: Verb Typical intent Idempotent? GET Read ✔︎ POST Create / adj. action ✖︎ PUT Replace ✔︎ PATCH Partial update ✖︎ DELETE Remove ✔︎ RESTful servers must also follow six architectural constraints (uniform interface, client-server, stateless, cacheable, layered, code …  ( 4 min )

Originally posted on Methodox Wiki Divooka™ is a node‑based visual programming environment that lets you build workflows by connecting functional blocks (called nodes). In this example, we are going to see a simple but fully functional program in Divooka™. We are going to ask ChatGPT (from OpenAI) to generate a text prompt for an image generator, generate an image, and then preview it. A working installation of Divooka™. All functions mentioned in this example is available in standard Divooka™ Explore distribution. An OpenAI API key configured in Divooka™’s AI Services toolbox. You can use Configure OpenAI node or simply save an environment variable OPENAI_KEY. Basic familiarity with Divooka™’s interface (e.g., dragging nodes, wiring connections). To build the above program, use the foll…  ( 4 min )

After revisiting the basics of cloud infrastructure in my previous post, I figured it's a good time to talk about something equally essential: CI/CD. In the past few years working with Google Cloud, I've had to set up multiple CI/CD pipelines—some simple, some complex. I’ve found that using Cloud Build makes it straightforward to automate deployments and integrate well with other GCP services. In this post, I’ll walk through how to build a CI/CD pipeline using Cloud Build, and how it fits into a modern DevOps workflow on GCP. Cloud Build is a serverless CI/CD platform from Google Cloud that lets you build, test, and deploy your code directly from repositories like GitHub or Cloud Source Repositories. It supports custom build steps using Docker images and integrates smoothly with other GCP …  ( 6 min )

Note: I’m not an expert. I’m writing this blog just to document my learning journey. 🚀 What Is the Linux Command Line? The command line (or terminal) is where you type text commands to control the computer directly. Linux is built around the command line. You can create files, move around, install software — all by typing commands. Most Useful Basic Commands 1. pwd – Where am I? This shows your current location (folder) in the computer. pwd Example output: /home/yourname 2. ls – What is here? Shows files and folders in the current location. ls You can also use options: ls -l: more details (like size and date) ls -a: show hidden files (start with .) 3. cd – Go to another folder This moves you into a different folder. cd foldername # Go into a folder cd .. …  ( 4 min )

Introduction A queue is a data structure that works like a line of people — the first to come in is the first to get served. It follows the FIFO principle: First-In, First-Out. Implementing queues using arrays is straightforward, but it comes with some challenges. Here we will explain step-by-step why certain techniques are used, especially why circular arrays are helpful. We will also go over the common “full vs empty” confusion and the "n-1 vs n slots" issue by showing two different circular-array based queue implementations. Imagine a simple array of size 5: Index 0 1 2 3 4 Array We can use this array to represent a Queue. We will use two pointers: front — indicates the position from which we should remove an element. [Dequeue] rear — indicates the position where we s…  ( 7 min )

MongoDB and Mongoose are a powerful duo for Node.js developers. MongoDB gives you a flexible NoSQL database that scales beautifully, while Mongoose wraps it in a neat, schema-based abstraction layer that helps you manage data models and relationships. But Mongoose, while handy, is not foolproof. As your app grows or moves into production, small mistakes can snowball into performance bottlenecks, inconsistent data, memory leaks, or even full-on crashes. Not Handling Mongoose Connection Properly The Mistake: A lot of developers connect to MongoDB using something like: mongoose.connect('mongodb://localhost:27017/mydb'); But what if the connection fails? Or MongoDB is temporarily down? Many ignore the promise returned by mongoose.connect() and never listen for connection errors. …  ( 7 min )

So... how's your YAML life going? If you work with tools like Ansible Playbooks, Docker Compose, or especially Kubernetes manifests, chances are you're knee-deep in YAML files every day. In many real-world projects, we often need to generate multiple variations of Kubernetes manifests for different environments (like dev, staging, and production). Tools like Helm and Kustomize were created to manage exactly this use case. But these tools aren't without problems. Ever wrestled with fixing invalid YAML output from a Helm template? Or struggled with the patch ordering puzzle in Kustomize? If you've felt that pain, this article introduces a solution: injecting Lisp-style functional power into your YAML. Helm is a popular templating tool for Kubernetes that uses Go's text/template to generate Y…  ( 5 min )

Note: I’m not an expert. I’m writing this blog just to document my learning journey. 🚀 1. What is Python? Python is a tool we use to give instructions to a computer. programming language — a way to write tasks in simple, readable English-like words so the computer can follow them. 2. What is a Program? A program is a list of instructions that a computer runs step by step. To write a program in Python, we write instructions using Python’s rules (called syntax). The instructions tell the computer what to do with data (numbers, text, etc.). 3. What is Data? Data is information — like: Numbers (10) Text ("hello") True/False values (True, False) Every piece of data has a type. Common types in Python: int: whole numbers like 5 float: decimal numbers like 3.14 str: text like "Python" …  ( 5 min )

In today’s fast-paced digital world, building scalable, secure, and high-performance applications for both web and mobile platforms is no longer a luxury—it’s a necessity. Whether you’re launching a SaaS platform, an e-commerce solution, or a startup targeting Silicon Valley-level excellence, the right stack can make or break your product. In this article, we explore a production-grade stack for modern multi-platform app development using Laravel, Flutter, Vue (Inertia), and several other powerful tools and packages that ensure reliability, performance, and maintainability. 🧠 Why This Stack? Laravel (Backend) – Clean MVC architecture with built-in security and developer ergonomics. Inertia.js + Vue + Vuetify (Frontend) – Full SPA experience using Vue with Laravel. Flutter (Mobile) – High-…  ( 4 min )

Imagine trying to navigate a complex city without a map. You might stumble upon your destination eventually, but it would be inefficient and prone to errors. Similarly, tackling machine learning problems without a solid understanding of linear algebra is like navigating without a map. Linear algebra provides the essential mathematical framework for many core ML algorithms, allowing for efficient and accurate solutions. This article explores the crucial role of linear algebra in machine learning, providing practical examples and a guide to get you started. Linear algebra revolves around vectors and matrices. A vector is a list of numbers, often representing a point in space. A matrix is a grid of numbers, representing transformations or relationships between vectors. Let's explore some key …  ( 5 min )

In my previous article, I explained how to create a CICD pipeline to build and deploy a simple lambda function integrated with API Gateway using AWS SAM and GitHub. Then in the part 2 of the article, I also explained how to replace broad permissions such as full access to services like S3, CloudFormation, Lambda and API Gateway with a custom fine grained IAM policy that only grants the permission required by this pipeline per the principle of least privilege that means grant only the specific permissions required. Please make sure you've reviewed these articles on this CI/CD topic (link below). I won’t repeat that content here, but understanding it is essential for following along with the manual approval stage setup in this article. Link to the Part 1 Article https://dev.to/bhatiagirish/a…  ( 6 min )

Hey! I’m Alexander, CTO at Oniyore. Over the past few years, we’ve specialized in building Telegram Mini Apps — fast, budget-friendly solutions perfect for testing new business ideas. ⚡️ Startups and small businesses often struggle with limited resources, spending months developing websites or full-scale apps. ⏳ Telegram Mini Apps tackle this problem, enabling you to launch a fully functional MVP in just days — not months — quickly testing your idea and market demand. 📈 It’s not a chatbot! It’s a full-featured web application embedded directly into Telegram. It includes: ⏩ Rapid Launch: 1–2 weeks from idea to reality. We recently created a Mini App for an auto-services company. Within two weeks, the MVP was live, allowing users to browse services and order instantly. ✅ Results: Sales began on day one, with ~40 orders within the first week. The client quickly validated the idea and confidently expanded the project. 🌎 1 Billion Users: Telegram’s global audience is continually growing. Creating a Mini App is straightforward with basic web development skills. Need help? Our team at Oniyore can handle everything—from design to backend—delivering a turnkey solution. 🎯 — Alexander, CTO @ Oniyore Web Agency Tags: Telegram, Mini Apps, MVP, Startup, Small Business  ( 4 min )

import random def play_game(): choices = ["rock", "paper", "scissors"] while True: user_choice = input("Your choice: ").lower() if user_choice == "quit": print("Thanks for playing! Goodbye!") break if user_choice not in choices: print("Invalid choice. Please try again.") continue computer_choice = random.choice(choices) print(f"Computer chose: {computer_choice}") if user_choice == computer_choice: print("It's a tie!") elif (user_choice == "rock" and computer_choice == "scissors") or \ (user_choice == "paper" and computer_choice == "rock") or \ (user_choice == "scissors" and computer_choice == "paper"): print("You win!") else: print("You lose!")  ( 3 min )

Implementing Microsoft Dynamics 365 can be one of the most transformative steps a business takes toward modernization, efficiency, and long-term growth. However, without the right preparation, even the most promising digital transformation can lead to setbacks, confusion, and missed goals. A successful Dynamics 365 implementation is not just about installing software; it's about leveraging the full potential of the system. It is about aligning people, processes, and technology with clear business objectives. Whether you are deploying Dynamics 365 Finance, Supply Chain Management, or the full suite of services, proper planning and readiness are key. In this guide, we will outline the key steps to prepare your organization for a seamless and successful Dynamics 365 implementation. 1. Define …  ( 5 min )

🎯 Objective Build a secure, production-like environment on AWS using a VPC with Public and Private subnets. Deploy a PHP-based Micro-Blog app with a MariaDB backend using EC2 instances. This part covers VPC, EC2 instance setup using CloudFormation, and GitHub repo creation. Create a new GitHub repo: micro-blog-aws Folder structure: micro-blog-aws/ ├── cloudformation/ │ └── vpc-ec2-setup.yaml ├── backend/ # MariaDB connection │ └── setup.sql ├── frontend/ │ ├── index.php │ ├── post.php │ └── db.php └── README.md Add all files, commit, and push to GitHub. Github repo link In our Vpc-ec2-setup.yaml file paste the below code. This file contains all the setup config as a Code(Infrastructure as a Code) Setup the file and push it via Git sync option or download the f…  ( 5 min )

Hola 👋 En este blog te mostraré cómo crear una imagen personalizada en Google Cloud que podrás reutilizar para desplegar múltiples instancias de forma rápida y consistente. 1️⃣ Crear una instancia Nombre: webserver Región: us-east1 Zona: us-east1-c 3️⃣ Disco de arranque (Boot Disk): configurar la opción "Keep boot disk" para que el disco se mantenga incluso si se elimina la instancia. 4️⃣ Usa una etiqueta de red allow-health-check 5️⃣ Selecciona la red default. En IP externa selecciona none sudo apt-get update Comprueba que el disco esté configurado como persistente y que el servicio web esté corriendo en la instancia. 7️⃣ Elimina la instancia. (Tranquilo, el disco no se eliminará gracias a la opción "Keep boot disk") 🎉 ¡Y eso es todo! Ahora tienes una imagen personalizada que puedes usar como base para tus futuras instancias.  ( 3 min )

A post by Challa Parthasaradi  ( 2 min )

When it comes to greedy algorithms, LeetCode 135 - Candy is a textbook problem. It asks us to distribute candies to children standing in a line, such that two simple yet strict rules are followed. While the problem may sound innocent, the trick lies in optimizing both time and space. In this guide, we'll walk through: 🔍 Understanding the problem 🧠 A clean greedy strategy 🚀 An optimized solution 💻 Implementations in C++, JavaScript, and Python 🧩 Problem Statement You are given an array ratings where ratings[i] represents the rating of the i-th child. You must distribute candies according to the following rules: Each child must get at least one candy. A child with a higher rating than an adjacent child must get more candies. Input: [1, 0, 2] Output: 5 Explanation: Give…  ( 5 min )

Arweave Japan is a decentralized organization dedicated to building a Japanese-language builder ecosystem for Arweave/AO. Mission Train numerous hackers who can leverage Arweave/AO for diverse development projects Launch multiple global top-tier projects from the Japanese ecosystem Attract global top-tier projects to the Japanese ecosystem Promote adoption of Arweave/AO products among general users, enterprises, and government agencies Roadmap Through the following rough schedule, we aim to launch at least 10 top AO projects from Japan that achieve global recognition. Hyper Parallel Tokyo Event | Arweave Japan Kickoff (July 27, 2024) AO Bootcamp (August 2024) AO Hackathon (September 2024) Official Arweave Japan Conference (Spring 2025) Ecosystem Projects WeaveDB A h…  ( 5 min )

@obiwan90/edgedb-mcp-server EdgeDB MCP Server is a tool based on the Model Context Protocol (MCP) that provides query and management capabilities for EdgeDB databases. It can be used as a command-line tool or integrated as a library into other projects. *Database Management Tools*   - Connect to databases (supports DSN and instance name)   - List available databases   - Create new databases   - Switch current database   - Get current database information *Query Tools*   - Execute EdgeQL queries   - Execute EdgeQL queries with parameters   - Find single records   - Find multiple records (with filtering, sorting, pagination) *Schema Management Tools*   - List types (optionally including system types)   - Get type details   - Compare schema structures npx -y @obiwan90/edgedb-mcp-server@lat…  ( 4 min )

Today’s fans demand more than just passive viewing. They seek deep immersion, real-time connection, and the opportunity to interact with their favorite idols in everyday life. Conversational AI opens the door to these possibilities, offering 24/7 interactive virtual personas, personalized companion modes, and seamless integration with physical merchandise. This advanced technology brings artists, influencers, and IP characters to life in a dynamic digital ecosystem. Traditional fan platforms relied primarily on text chats and simple subscription models, often lacking the depth of interaction and emotional connection fans now crave. As a result, many fans found little reason to return or engage on a deeper level. • Limited Interactivity: Artists and influencers have limited time for live st…  ( 7 min )

Yaz tatili birçok kişi için dinlenmek, gezmek ve yeni yerler keşfetmek anlamına gelse de, teknoloji dünyası için yepyeni gelişmelere tanıklık etmek demek. Son yıllarda, web teknolojileri ve mimarileri inanılmaz bir hızla ilerledi ve "gelecek" olarak adlandırılan birçok kavram, artık günümüz gerçekliği haline geldi. Web mimarisi, web uygulamalarının ve hizmetlerinin tasarımı, yapısı ve uygulanması ile ilgilenen kritik bir alandır. Gelişen teknolojiler ve artan kullanıcı talepleri, web mimarilerinin sürekli gelişmesini ve adapte olmasını gerektiriyor. Web mimarisi, web uygulamalarının ölçeklenebilir, güvenilir ve kullanıcı dostu olmasını sağlarken, aynı zamanda bakımını ve güncellenmesini de kolaylaştırır. Geleceğin web mimarileri, günümüzün dinamik ve sürekli değişen pazar taleplerini karşı…  ( 5 min )

Primeiro, vamos com calma Antes de tudo, vamos com calma. Sei que esse tipo de afirmação pode gerar problemas de entendimento e até certo favoritismo em relação a tecnologias. Entretanto, precisamos ter em mente as necessidades que nossas ferramentas suprem e por que devemos usá-las. Nos primórdios do desenvolvimento web, quando queríamos conectar e criar ferramentas, não existiam conceitos como micro-frontends, SaaS, microservices ou nada parecido. O mais próximo disso eram aplicações monolíticas, desenvolvidas com stacks que seguiam arquiteturas “quadradas” e bem estabelecidas. Um exemplo clássico é a infame stack LAMP: Linux Apache MySQL PHP Nessa época, era comum seguir a arquitetura MVC (Model-View-Controller), onde: A View apresentava os dados e recebia as entradas dos usuários; O …  ( 5 min )

Hello, fellow Rustaceans (or aspiring ones)!Welcome back to Week 2 of my deep dive into the Rust programming language, and this week I explored compound types and control flow. Here's what I learned, where I got stuck, and how I'm making it make sense. Here's what I tackled: - A. Compound Types: String (and its relationship with &str) Arrays Slices Tuples Structs Enums - B. Control Flow: if/else if/else loop while for loops with iterators Let's dive into how these building blocks are starting to click for me, and how AI is continuing to be a valuable co-pilot. Last week, we dealt with simple numbers and booleans. This week was all about grouping related data and defining my own custom types. String vs. &str This was probably the most nuanced part of learning about text. - String: Owned, …  ( 7 min )

Preventing direct administrative SSH access is a vital component of any defense-in-depth strategy. In this guide, we’ll explore how to restrict privileged users from logging in via SSH using SELinux’s ssh_sysadm_login boolean. This ensures that administrative access is only available after connecting through a restricted, non-privileged jump account — a critical safeguard against misconfiguration and privilege abuse. Overview: Why Restrict Admin SSH Access Step 1: Ensure SELinux is in Enforcing Mode Step 2: Associate Admin Users with sysadm_u Step 3: Disable ssh_sysadm_login Why Not Just Use sshd_config Final Thoughts & Additional Hardening Tips In Part 1 of this series, we set up a restricted jump user — a non-privileged account used to SSH into a Linux server. This user can then escal…  ( 5 min )

135. Candy Difficulty: Hard Topics: Array, Greedy There are n children standing in a line. Each child is assigned a rating value given in the integer array ratings. You are giving candies to these children subjected to the following requirements: Each child must have at least one candy. Children with a higher rating get more candies than their neighbors. Return the minimum number of candies you need to have to distribute the candies to the children. Example 1: Input: ratings = [1,0,2] Output: 5 Explanation: You can allocate to the first, second and third child with 2, 1, 2 candies respectively. Example 2: Input: ratings = [1,2,2] Output: 4 Explanation: You can allocate to the first, second and third child with 1, 2, 1 candies respectively. The third child gets 1 candy because it satisfie…  ( 26 min )

AI-Powered Code Generation From Design Streamlining Design-to-Code Conversion AI tools are really changing how we build things, especially when it comes to turning design mockups into actual working code. It used to be that developers would spend a ton of time just translating what a designer made into code. Now, AI can take those designs and spit out production-ready code in a fraction of the time. This means projects can move a lot faster, and teams aren't stuck in that slow back-and-forth process. It's like having a super-fast assistant that understands design and can write code. This shift lets developers focus on more complex problems instead of repetitive coding tasks. It's a big deal for getting products out the door quicker. The whole idea is to cut down on the manual work involved…  ( 7 min )

What is Binary Search Imagine you are playing a game where you try to guess a secret number from 1 to 10, and you have infinite attempts. You can choose random numbers (without repetition)—maybe you will get lucky and guess it on the first try, or it might take you all 10 tries to reach it. Or you can try counting all the numbers in order—1, 2, 3, 4…—this will still take 10 guesses max, but in a more systematic way. But what if you had to guess a number from 1 to 1000, or even 1 to a million? What about 1 to 10²⁰? As the range increases, brute force becomes impractical. Computer scientists faced the same problem: how do you efficiently find something in a huge range? One commonly used solution is binary search. Binary search works by dividing the range in half with each guess, determinin…  ( 4 min )

I’ve rebuilt my developer portfolio more times than I can count. Every time I wanted to update it, I’d end up deep in frameworks, config files, or UI kits. I just wanted something simple that looked clean and worked out of the box. So I made a dark-themed portfolio template that’s just HTML, CSS, and one config file. No frameworks. No setup. Here’s what it does: Fully responsive Mobile-friendly Edit one file to change your name, skills, projects, and links Deploy to Netlify or Vercel in 5 minutes I made it for myself, but figured it might help others too. Live Demo https://gregarious-chebakia-1c5396.netlify.app/ Get the Template https://brodyadams.gumroad.com/l/glxhh If you try it, let me know! I’m planning to add more versions and themes soon. Feedback is always welcome. Let me know when it’s live — I can help boost it, repost it elsewhere, or prep your second product listing.  ( 3 min )

🚀 Introduction Queues are everywhere — from the print job waiting on your computer to the request processing system of a large-scale web server. But understanding queues isn’t just about putting items in and taking them out — it’s about knowing what kind of queue to use and when. In this post, we’ll explore: ✅ Different types of queues Whether you’re prepping for interviews, building scalable backends, or just exploring Python data structures, this guide is for you. 📦 What is a Queue? A queue is a First-In-First-Out (FIFO) data structure — like a line at the bank. The first person to arrive is the first to be served. But modern systems use variations of queues to solve different problems. That’s what we’ll dive into next. 🧱 Queue Types & Use Cases 🎯 Simple Queue • Behavior: FIFO 🔁 Circular Queue • Behavior: FIFO with a circular buffer (head connects to tail) ⏫ Priority Queue • Behavior: Elements are served based on priority 🔄 Deque (Double-Ended Queue) • Behavior: Can insert/remove from both ends 🤝 Concurrent Queue • Behavior: Thread-safe queue for multi-threaded systems 🧵 Curious about thread-safe? It means multiple threads can access the queue without data corruption or race conditions. 📩 Message Queue (Job Queue) • Behavior: Asynchronous communication between producers & consumers 🛠 Practical Examples & Code Each queue is implemented in clean Python code in this GitHub repository: queue-patterns GitHub Repo All implementations include: 📍 Why This Matters Too often, people use one kind of queue for everything. Understanding which queue fits which problem leads to: Mastering queues isn’t just for computer science students — it’s for any developer working on backends, automation, data processing, or system design. 🙌 Found this helpful? If you learned something new or found this guide useful, please consider: Let’s keep learning and building together! 🚀  ( 4 min )

🧵 The Shortage of Open Source Contributors: Myth or Reality? Unfortunately — it’s reality 😔 Do you know how many developers there are in the world today? 📊 According to Evans Data Corporation, in 2024 there are over 28.7 million developers globally. Sounds like everything should be built already, right? 📉 Linux Foundation Report (2024) Based on this survey of 332 developers involved in OSS: 👥 Out of 332 people: 💥 Even among this engaged group, only 17% are consistently active contributors*. That’s just 1 out of 6 people, and this is from a motivated audience! 🧵 Of course, these numbers don’t capture everyone who helps open source thrive. People contribute by writing docs, triaging issues, translating content, answering questions, giving feedback — and it all matters. Without th…  ( 7 min )

Introduction In today's data-driven business environment, companies are increasingly searching for ways to utilize analytics for much better decision-making. One such organization, Acme Corporation, a mid-sized retail business, recognized the requirement for a detailed solution to streamline its sales performance analysis. This case study describes the advancement and execution of a Power BI control panel that transformed Acme's data into actionable insights. Background Acme Corporation had been dealing with challenges in envisioning and analyzing its sales data. The existing approach relied greatly on spreadsheets that were cumbersome to handle and prone to mistakes. Senior management often discovered themselves investing important time analyzing data patterns throughout various different reports, causing postponed decision-making. The goal was to create a centralized, easy to use dashboard that would permit real-time monitoring of sales metrics and assist in much better strategic planning. Objective The primary goals of the Power BI dashboard job consisted of: Centralization of Sales Data: Integrate data from numerous sources into one available area. Process Data Visualization Consultant Requirements Gathering: Data Preparation: Dashboard Design: Development: Testing and Feedback: Deployment: Results and Impact The execution of the Power BI control panel had an extensive effect on Acme Corporation. Key results consisted of: Increased Speed of Decision-Making: The real-time data access allowed management to make educated decisions faster, reacting rapidly to changing market conditions. Conclusion data visualization consultant  ( 5 min )

Let's Start Introduction In this post, we will start our journey of building a Node.js application using Express and Sequelize ORM, while connecting it to an AWS MySQL RDS (Free Tier) database. By the end of this post, we’ll have: A basic Node.js Express app. A connection to a MySQL database hosted on AWS RDS. A working environment with Sequelize ORM to interact with the database. Let’s dive into it! Step 1: Setting Up Your Node.js Project 1.1. Install Node.js Before we begin, make sure you have Node.js installed. If you don’t have it yet, download it from the official website: Node.js Download. 1.2. Initialize a New Node.js Project Now, let's create a directory for our project and initialize it with npm: mkdir node-express-mysql cd node-express-mysql npm init -…  ( 5 min )

Top industry advocacy groups requested that the Senate stick to the task at hand as it mulls its stablecoin bill while unrelated amendments loom.  ( 26 min )

Critics of the foundation have repeatedly raised the alarm that the blockchain could lose its edge if it fails to address core design issues.  ( 23 min )

ASICKey ranked states by tax policy, crypto jobs, and infrastructure; New Hampshire and Wyoming lead the pack.  ( 23 min )

Cardano's native token faces critical technical test amid global economic tensions and regulatory uncertainty.  ( 24 min )

The company has $72 billion in cash on its balance sheet, but barely any of the 5 billion shares that voted were in favor of adding bitcoin.  ( 24 min )

Consensys did not reveal the financial details of the deal, which could bring improvements to MetaMask's onboarding process.  ( 24 min )

Reitar will be buying bitcoin and VivoPower XRP.  ( 25 min )

Jonathan Gibbs will lead Riot’s push into enterprise-grade data centers for AI and cloud computing.  ( 23 min )

Multiple failed breakouts near $159 sent SOL tumbling on heavy volume, with technical signals now pointing to deeper downside risk unless key levels are reclaimed.  ( 24 min )

The Open Network's native token demonstrates resilience amid global economic tensions with bullish technical indicators pointing to continued upward momentum.  ( 24 min )

LTC sustained a key support zone while absorbing selling pressure amid growing geopolitical uncertainty.  ( 23 min )

Circle raises its IPO share count and price range as strong investor demand fuels interest.  ( 23 min )

Avalanche token forms potential double bottom pattern at $19.97 support level, but bearish momentum persists amid broader market uncertainty.  ( 23 min )

Geopolitical tensions and shifting monetary policies create headwinds for the token as it tests critical price levels.  ( 24 min )

National Science Foundation funding cuts threaten to devastate U.S. crypto research, say 10 leading professors.  ( 28 min )

Cosmos token shows resilience amid global economic tensions as trading volume spikes.  ( 23 min )

The collaboration will power atomic settlement of tokenized stocks, bonds and funds on 21X’s regulated trading platform.  ( 23 min )

The gold-linked XAUT0 token follows the protocol's Tether-linked USDT0 that has grown to $1.3 billion in supply and available on ten DeFi-focused blockchains.  ( 24 min )

The largest attack was the $225 million exploit of the Cetus Protocol.  ( 23 min )

ETH bounces 1.7% off intraday lows as buyers reclaim control, with surging volume hinting at a bullish trend shift above critical support.  ( 25 min )

The trader suffered a nine-figure loss despite bitcoin remaining fairly flat in terms of price action.  ( 26 min )

The company Monday morning announced the closing of its $450 million capital raise with which it intends to but ETH for its treasury.  ( 24 min )

Bitcoin was created for a moment like this. But so far it is missing its mark, says Paul Brody, head of blockchain at EY.  ( 25 min )

Market momentum has been growing for BNB, with the BNB Smart Chain ecosystem showing significant growth.  ( 24 min )

Cardano (ADA) declined 5.9% and Aptos (APT) fell 5.6%, leading index lower.  ( 18 min )

The total market cap of the 13 U.S.-listed miners that the bank tracks rose 19% from the month previous, according to the report.  ( 23 min )

The structured product gives exposure to BTC price changes and USD/RUB exchange shifts.  ( 22 min )

The cryptocurrency faced resistance at 0.00001307 and found support at 0.00001275.  ( 24 min )

Company acquires additional BTC, leveraging preferred stock sales.  ( 23 min )

Your day-ahead look for June 2, 2025  ( 36 min )

Bitcoin's surprising alignment with long-end Japanese government bonds signals a deeper global macro shift.  ( 24 min )

Uniswap's UNI token recovers from earlier losses as buyers step in near support despite mounting macroeconomic pressure and rising geopolitical risk.  ( 24 min )

The CPN collaboration means RedotPay users can now send cryptocurrency directly to Brazilian bank accounts.  ( 23 min )

This marks IG's first offering of crypto exposure through spot trading of BTC, ETH and a range of smaller tokens  ( 23 min )

Weakness in the U.S. dollar is widely seen as positive for dollar-denominated assets, such as bitcoin and gold.  ( 24 min )

Massive treasury allocations, regulatory breakthroughs, and strategic acquisitions pushed bitcoin to new highs.  ( 25 min )

On-chain sleuth ZachXBT reports that BitoPro suffered a suspected $11.5 million exploit on May 8, with stolen funds laundered through Tornado Cash and Thorchain.  ( 24 min )

The recent EIP-7702 upgrade allows Ethereum addresses to function as smart contracts, increasing convenience but also risk.  ( 23 min )

The firm’s latest $117.5 million purchase brings its total holdings to 8,888 BTC.  ( 24 min )

A general decline, profit-taking, and renewed tariff fears over the past few days are doing little to dent the long-term optimism of traders.  ( 26 min )

Tech experts question the new offering's claims of having Bitcoin-style encryption.  ( 23 min )

Bitcoin still looks bullish, but some metrics are pointing to an overheated market, says CryptoQuant  ( 28 min )

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Previously, S&P only had data on about 2 million SMEs, but its AI-powered RiskGauge platform expanded that to 10 million.  ( 8 min )

Google quietly launched AI Edge Gallery, an experimental Android app that runs AI models offline without internet, bringing Hugging Face models directly to smartphones with enhanced privacy.  ( 9 min )

OpenAI’s Sora was one of the most hyped releases of the AI era, launching in December 2024, nearly 10 months after it was first previewed to awe-struck reactions due to its — at the time, at least — unprecedented level of realism, camera dynamism, and prompt adherence and 60-second long generation clips. However, much of […]  ( 8 min )

Aethir provides better computing efficiency with its Instant Play streaming solution for Doctor Who: Worlds Apart.  ( 8 min )

Free Wi-Fi feels like a small win when you’re out. Coffee shops, airports, and hotels offer it like candy  –  just tap, connect, and you’re online. But behind that convenience is a world of risk that most people never see coming. Let’s talk about wh...  ( 6 min )

A linked list is a data structure where each item, called a node, contains data and a pointer to the next node. Unlike arrays, which store elements in contiguous memory, linked lists connect nodes that can be scattered across memory. In this hands-on...  ( 49 min )

Most of us use Google Maps without thinking twice. You open the app, check which route has the least traffic, and hit start. Then somewhere along the way – maybe you miss a turn (I do that often) – and Maps calmly recalculates your route, showing you...  ( 15 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The Trump administration has shut down more than 100 climate studies The Trump administration has terminated National Science Foundation grants for more than 100 research projects related to climate change, according to an…  ( 21 min )

The Trump administration has terminated National Science Foundation grants for more than 100 research projects related to climate change amid a widening campaign to slash federal funding for scientists and institutions studying the rising risks of a warming world. The move will cut off what’s likely to amount to tens of millions of dollars for…  ( 29 min )

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A post by Anthony Max  ( 2 min )

World's Largest Hackathon Bolt.new Last night I added one more component to the create campaign modal Setup Stripe integration with bolt.new Created a product and loaded it into bolt.new Created all the necessary tables, edge functions, and database functions using bolt.new Troubleshot adding tokens after confirmation of a stripe payment using supabase AI assistant and logs. Fixed the webhook to use an update method instead of invoking a database trigger which had permission issues. Used bolt.new to add the bolt badge Used bolt.new and 21st.dev to add some animation to the badge. I set up my free domain name I spelled it wrong... sToRyFoGe Will probably take tomorrow really slow, waiting to see how pica works a bit before I start setting up the AI chat services Total use today: Bolt : 1.2 m (Stripe and Bolt Badge) Gemini: .6 m (Animated component in Create Campaign) Total token use overall: Bolt : 5.4 m (Half way point) Gemini : 1.9 m  ( 3 min )

Hey DEV community https://upsell-landing-page.vercel.app/] 💬 Why I'm sharing this here: I’d love your feedback on: The concept (is natural language really better UX?) Other use cases for this type of interface Dev advice on scaling or refining the NLP layer If you're working on something similar or curious about AI interfaces in eCommerce, let’s connect  ( 3 min )

Lit-Player-Youtube LitPlayerYoutube é um player de vídeo baseado no YouTube, criado com Lit, que utiliza a API oficial do YouTube para controlar a reprodução. Leve, customizável e fácil de usar, pode ser usado como um Web Component puro ou integrado via React com o wrapper oficial. Node.js >= 14.x Navegador moderno com suporte a Web Components Instalação npm install lit-player-youtube Para usar o componente, importe-o e coloque a tag no seu projeto. Não é necessário instanciar classes ou chamar métodos diretamente. import { LitPlayerYoutube } from "lit-player-youtube"; import { LitPlayerYoutubeReact } from "lit-player-youtube"; Exemplo controlando largura e altura: Exemplo controlando largura e altura: import React from "react"; import { LitPlayerYoutubeReact } from "lit-player-youtube"; function App() { return ( ); } export default App; Você pode controlar o tamanho do player envolvendo o componente em um container com dimensões específicas. O componente se adapta para usar 100% da largura e altura do container. O componente também é responsivo. Contribuições são muito bem-vindas! Para contribuir, siga estes passos: Faça um fork deste repositório. Crie uma branch para sua feature (git checkout -b feature/nova-feature). Faça commit das suas alterações (git commit -m 'Adiciona nova feature'). Faça push para a branch (git push origin feature/nova-feature). Abra um Pull Request. NPM https://www.npmjs.com/package/lit-player-youtube GITHUB https://github.com/LeonardoLAraujo/lit-player-youtube MIT © Leonardo Leal Araujo  ( 3 min )

Ever thought about sprinkling some AI magic into your web app? This is Part 1 of our journey from a basic command-line tool to a full-blown AI web app. Today, we're building a "Human-in-the-Loop" (HITL) chatbot. Think of it as an AI that politely asks for your "OK" before it says anything. We'll use a tiny, super-simple tool called PocketFlow – it's just 100 lines of code! Adding AI (especially those smart Large Language Models or LLMs) to web apps can make them super powerful. Imagine smart chatbots, instant content creation, or even coding help. But hold on, it's not just "plug and play." You'll bump into questions like: Where does the AI brain actually live? In the user's browser? On your server? How do you handle AI tasks that need multiple steps? How can users tell the AI what t…  ( 14 min )

Introduction Learn how to read a json string with known properties and remove unwanted properties, followed by deserializing to a strongly typed class. For this demonstration, the following data is incoming data with an extra property, Age, and two properties, Name and Last, which need to be FirstName and LastName. [ { "Id": 1, "Name": "Mary", "Last": "Jones", "Age": 22 }, { "Id": 2, "Name": "John", "Last": "Burger", "Age": 44 }, { "Id": 3, "Name": "Anne", "Last": "Adams", "Age": 33 }, { "Id": 4, "Name": "Paul", "Last": "Smith", "Age": 29 }, { "Id": 5, "Name": "Lucy", "Last": "Brown", "Age": 25 } ] The class to import data into. public class Person { public int Id { get; set; } [JsonPropertyName("Name")] public string FirstName { get; set; } [JsonPropertyName("Last")] public string LastName { get; set; } } JsonPropertyName is used to alias from property names in json to what is in the class. This is a simple process, read in a json file with the correct format followed iterating the array and for each item remove one or more properties. Here only one property is being removed. var jsonArray = JsonNode.Parse(File.ReadAllText("peopleIncoming.json"))!.AsArray(); foreach (var item in jsonArray) { JsonObject obj = item!.AsObject(); obj.Remove("Age"); } Next, place the modified json into a variable and write the json to a file. var updatedJson = jsonArray.ToJsonString(Indented); DisplayUpdatedJsonPanel(updatedJson); Console.WriteLine(); File.WriteAllText("People.json", updatedJson); Indented definition public static JsonSerializerOptions Indented => new() { WriteIndented = true }; Deserializing to the Person class var people = JsonSerializer.Deserialize(updatedJson); The following screenshot is from a sample project that is included. With the provided instructions, it is easy to import json data into a desired format. C# System.Text.Json Source code  ( 5 min )

Over the past year, I’ve been self-studying XS and have now decided to share my learning journey through a series of blog posts. This third post introduces you to list context in XS. What do I mean by list context? In Perl, there are two main contexts in which a function can be called: scalar context and list context. Scalar context means that the function is expected to return a single value, while list context means that the function is expected to return a list of values. In XS, list context is a bit more complex than scalar context. When a function is called in list context, it can return multiple values, so in XS you need to push each value onto the stack. This is done by manipulating ST and using the 'XSRETURN' macro, which takes the number of values to return as an argument. I will …  ( 7 min )

What is Quick Sort? Quick Sort is one of the most efficient and widely-used sorting algorithms in computer science. As a "divide and conquer" algorithm, it works by selecting a 'pivot' element and partitioning the array around it. Unlike Merge Sort, which always divides arrays exactly in half, Quick Sort's divisions depend on the chosen pivot. Quick Sort offers average-case time complexity of O(n log n) with in-place sorting capability, requiring only O(log n) additional memory for the recursion stack. However, its performance can degrade to O(n²) in worst-case scenarios, which makes pivot selection strategy important for optimal performance. The tone of this article is assumes you are already familiar with Recursion. If that’s not the case or you need a quick refreshment, I’d suggest yo…  ( 9 min )

There’s something special about the first programming language you learn. For many developers, it becomes a nostalgic memory — one tied to discovery, frustration, creativity, and the thrill of solving problems for the first time. Whether it was the blinking cursor of a BASIC interpreter, a Python “Hello, World,” or writing HTML in a notepad file, that first step into code often shapes how we see technology and continue to learn it. So, let’s talk about it: What was your first programming language, and what got you started with it? Maybe it was a class assignment, a YouTube tutorial, a book someone gave you, or pure curiosity. Some of us started with languages that are now considered “old school,” while others dove in through newer, high-level languages designed to be beginner-friendly. Some were drawn in by game modding, others by web development, and some just wanted to automate tedious tasks. And how do you feel about that first language now? Was it a good starting point? Would you recommend it to beginners today, or do you wish you’d started with something else? Share your story in the comments below. I’d love to hear what language kicked off your programming journey!  ( 3 min )

Quick heads-up: While my stories come from real-world, large-scale systems at Amazon, I can’t share the secret sauce. So, I’m sharing the kinds of challenges and lessons that any team, at any company, will face when bringing fast delivery to the front of the customer experience. Ever clicked “Buy Now” and wondered, “Will this actually get here when I need it?” Yeah, me too. These days, the answer is usually right in front of you—thanks to what I call personalization widgets. Those “Arrives Today” or “Get it by Tomorrow” badges aren’t just eye-candy; they’re the new handshake of trust between you and an online store. Having led engineering teams building these systems at Amazon, I can tell you: there’s a surprising amount of tech, cross-functional collaboration, and quick decision-making be…  ( 4 min )

📺 I Created a Dynamic Library with C++ for the FFmpeg C API to Make Integration Easier and Faster for Graphical Applications. ffpp is a dynamic library written in C++ with an API for most major tasks using FFmpeg. Much faster for GUI applications than using processes. Running on Windows. Running on GNU/Linux. Windows Requires Clang Download libffppwin Invoke-WebRequest -Uri "https://bit.ly/libffppwin" -OutFile "libffppwin.rar" Extract the .rar Enter the folder: cd .\libffppwin Create a basic code, e.g., main.cpp: #include "ffpp/ffpp.hpp" #include int main(){ auto ffpp = std::make_unique(); std::cout ffpp_info(FFPP_INFO::DURATION, "video.mp4") << '\n'; } Optional test video: video.mp4 Compile and run: # PowerS…  ( 4 min )

📺 Criei uma Biblioteca Dinâmica com C++ para a API do FFmpeg em C para facilitar a integração para aplicativos gráficos e com mais velocidade. ffpp é uma biblioteca dinâmica escrita em C++ com API para a maioria das tarefas principais com FFmpeg. Muito mais rápida para interfaces gráficas do que usar processos. Executando no Windows. Executando no GNU/Linux. Windows Requer Clang Baixe o libffppwin Invoke-WebRequest -Uri "https://bit.ly/libffppwin" -OutFile "libffppwin.rar" Extraia o .rar Entre na pasta cd .\libffppwin Crie um código básico, exemplo: main.cpp #include "ffpp/ffpp.hpp" #include int main(){ auto ffpp = std::make_unique(); std::cout ffpp_info(FFPP_INFO::DURATION, "video.mp4") << '\n'; } Se quiser, use …  ( 4 min )

Sick of writing the same fetch or axios boilerplate over and over? 💀 Meet em-use-controller – a tiny but powerful utility for React, and supported for other SPAs that turns your REST API routes into declarative, type-safe controller functions. const getUser = useController('getUser'); const result = await getUser({ method: 'GET', pathParams: { id: 123 }, auth: { type: 'bearer', token }, }); 🎯 No more: Hardcoded URLs Manual query string building Duplicated headers/auth logic Messy error handling 🚀 How it Works export default { getUser: '/api/users/:id', updateUser: '/api/users/:id', }; Set global defaults for headers, baseURL, and error handling: setControllerDefaults(config, { baseURL: 'https://api.myapp.dev', headers: { 'Content-Type': 'application/json' }, errorHandler: (e) => console.error('API Error', e), }); Call any endpoint with one-liners using useController. 🛠 Features ✅ Works with all HTTP methods ✅ Handles path + query params ✅ Supports Bearer & custom auth ✅ Built-in global error handling ✅ Swappable axios instance ✅ Upload files with FormData 🧠 Ideal For: Frontend devs (React, other SPAs, tested on react based) using RESTful APIs (especially .NET/Java/Spring/Node) Anyone who hates repeated boilerplate Teams that want cleaner, safer API usage 📦 Try it Out npm install em-use-controller And view on npm Finally grab the demo on https://github.com/Ethern-Myth/use-controller-demo All the best! 👍  ( 3 min )

If you’ve played Counter-Strike for any length of time, you’ve probably heard someone mention “surf maps.” For some, it’s just a weird community side game. For others, it’s the main reason they keep CS installed. Now with CS2 out in the wild, surf servers are back and better than ever, offering a mix of nostalgia and fresh challenges for anyone willing to take on the ramps. If you’ve never surfed in CS before, or if you’re just getting back into it with CS2, there are a handful of maps that every player should try at least once. Let’s break down what makes surf maps so fun, why the community loves them, and which ones deserve a spot on your must-play list. For the uninitiated — surf maps in Counter-Strike involve sliding along angled ramps at high speeds by using precise strafing and movem…  ( 5 min )

Tracking machine learning experiments isn’t a luxury—it’s essential. As a Junior AI Engineer working on multiple models and pipelines, I’ve learned how critical experiment tracking becomes once your project moves beyond a Jupyter notebook. In this post, I’ll walk you through: 🔄 Why experiment tracking matters 🧰 The difference between MLflow and W&B ⚙️ How I use them in real projects ✅ When to use which tool You trained a model last week. It worked. But now… What features did you use? What hyperparameters gave the best accuracy? Where’s the version of the dataset you used? Without tracking, you're relying on memory (bad idea) or scattered notes (worse idea). Feature MLflow Weights & Biases (W&B) Setup Simple, local-first SaaS + Local support UI Minimal, self-hosted Rich, inter…  ( 4 min )

Hey Dev Community! 👋 I’m Muhammad Fahad, currently working as a Junior AI Engineer, and I’ve just launched my AI Portfolio Website. It’s a central place where you can explore my projects, tech stack, and grab my resume. 🔗 Explore My Portfolio https://fahadabid545.github.io/Portfolio/ This portfolio includes: ✅ AI/ML projects with GitHub links 📊 Data visualizations using Tableau 🧠 NLP, Computer Vision, and MLOps work 📄 My resume 🛠 Tech Stack Languages: Libraries & Frameworks: Data Engineering: Visualization & Analysis: API Development: Cloud & MLOps: Version Control & Tools: Git, GitHub, Jira, Notion  ( 3 min )

1. What folder is the definition files stored in when creating custom issue forms? ✅ github/ISSUE_TEMPLATE How are commits related to pull requests? ✅ Commits are made on a branch that can have a linked pull request. GitHub Teams offers (vs Free): ✅ authentication with SAML single sign-on and increased GitHub Actions minutes. GitHub Actions workflows distinctive features (Choose two): ✅ built using YAML syntax stored in the github/workflows directory in a GitHub repository Access to a private repo's Wiki: ✅ Wikis can be viewed by the same people who have Read access to the repository. Purpose of a GitHub repository: ✅ to provide a collaborative space where developers can share and manage code files, track changes, and store revision history Primary goal of GitHub's community: …  ( 7 min )

Check out this Pen I made!  ( 2 min )

E aí, devs! Hoje falo um pouco mais sobre o projeto que estou criando que envolve desenvolvimento full-stack e cloud: meu novo Portfólio Pessoal com Blog e CMS integrados. E o melhor: todo o deploy será feito na AWS, transformando este projeto em uma experiência completa, do código à nuvem! O Projeto: Visão Geral A idéia é criar uma plataforma completa unificada para exibir meus trabalhos e compartilhar conhecimento técnico. O sistema é composto por: Backend (API): Uma API robusta e completa desenvolvida com Node.js, TypeScript e Express. Ela já está pronta e lidando com posts do blog, tags, autenticação para o CMS (via JWT com bcryptjs), e até mesmo o envio de e-mails do formulário de contato usando AWS SES. Tudo isso conectado a um banco de dados PostgreSQL. Frontend (React): Uma interface de usuário responsiva, construída com React e TypeScript, utilizando Vite para agilidade no desenvolvimento. O frontend consome a API para mostrar os posts, o formulário de contato, e em breve, a seção de portfólio e o painel de gerenciamento de conteúdo (CMS). Tecnologias no Comando 🛠️ No Backend (API): Linguagem: TypeScript Runtime: Node.js Framework: Express.js Banco de Dados: PostgreSQL Autenticação: JWT + bcryptjs Serviços AWS: SES (para e-mails) No Frontend Biblioteca: React.js Linguagem: TypeScript Build Tool: Vite Roteamento: react-router-dom Este projeto não é apenas um portfólio; é um campo de aprendizado prático para arquitetura de software, boas práticas e, crucialmente, operações DevOps com foco em AWS. O backend já está 100% funcional, e o frontend está evoluindo rapidamente. Quer dar uma olhada no código para ver a evolução? O repositório está aqui: https://github.com/marcelomagario/portfolio Nos próximos posts, vou compartilhar mais sobre cada detalhes de cada tarefas e também os desafios do caminho. Valeu!  ( 3 min )

The Problem If you're developing an Ionic iOS application and recently upgraded to macOS Sonoma 14.4.1 with Xcode 15.3, you may have encountered a frustrating sandbox error that prevents your project from building: Sandbox: bash(2538) deny(1) file-read-data /Users/.../ios/App/Pods/Target Support Files/Pods-App/Pods-App-frameworks.sh This error typically appears when Xcode's User Script Sandboxing feature blocks access to CocoaPods-generated scripts, preventing the build process from completing successfully. User Script Sandboxing is a security feature introduced in recent versions of Xcode that restricts the file system access of build scripts. While this enhances security by limiting what scripts can access during the build process, it can interfere with legitimate build operations, pa…  ( 4 min )

A2A vs MCP: A Comprehensive Protocol Comparison This guide compares the Model Context Protocol (MCP) and the Agent-to-Agent (A2A) protocol, two leading protocols for building and orchestrating AI agents. Core Design Philosophies Key Features Comparison Protocol Structure Examples Advanced Features Error Handling Subscriptions and Notifications Implementation Considerations MCP A2A Resource-centric architecture with URI-addressable resources Agent-centric design focused on standardized interoperability Emphasizes flexible data access patterns (get, set, subscribe) Built around structured task management and agent workflows Provides granular control with client-side workflow orchestration Formalizes agent discovery and capability advertisement Designed for direct interaction w…  ( 5 min )

I enrolled in a DE course about two years ago. Back then, it felt overwhelming — probably because I lacked context. Since then, I’ve tinkered with Docker, Git, Bash, and solved a few problems in C and Python. That’s the extent of my progress so far.   My plan? Combine the course with open resources like DE ZoomCamp. I also want to try the LLM ZoomCamp — apparently, RAG is that tech I wanted to learn but didn't know its name. Heh. Turns out, my API knowledge is… nonexistent. Who knew there was more to APIs than just REST? 😴😅 I still second-guess myself in basic Python sometimes...   For example, this question tripped me up earlier. I didn’t have an interpreter at hand, so I went with intuition. Surprisingly, my intuition was right. Q: Is this code valid? class demo(list):     def __test__(self, key):         return [] a = demo() a['test'] = 7 print(a)    Still believe that coding is often an experimental science: you learn by running code. Compared namespace vs. scope today. They’re both about name visibility, but:   Namespaces are explicit containers (to avoid conflicts).   Scopes are implicit, tied to code blocks (where a name is accessible).   ⚙️ Plans for tomorrow Still wrestling with my environment setup — nothing feels quite right yet. Maybe tomorrow I'll do something about it finally and will be able to complete more than just a few random coding questions in Google Colab.  ( 3 min )

Front-end development faces many challenges, including rapid changes in frameworks and tools that require constant learning. Compatibility with different browsers and devices also adds complexity, as each has its own unique behavior. In addition, managing the state of the application can be very difficult. Performance issues, such as optimizing loading speed and managing network requests, also affect the user experience. Finally, maintaining code in large projects and preventing unnecessary complexity is one of the main concerns for developers. However, Elanat solves most of these challenges by providing WebForms Core technology. WebForms Core technology is a full-stack solution that offers one of the simplest approaches to modern web development, offering outstanding capabilities for mani…  ( 11 min )

Hey there 👋 Thanks for stopping by — and welcome to Beyond the Code. If you're a senior engineer already or someone who is working their way to the title, you're in the right place. This blog is for you. Now, let me get one thing out of the way early on: this isn't going to be a blog full of code snippets and syntax deep-dives. Don’t get me wrong — I love writing code as much as the next developer. But there are already loads of great resources out there showing you how to write a for-loop, build an API, or configure a Docker container. This blog is about everything else. It’s all the stuff that helps you grow from a coder into a well-rounded software engineer. Things like: Writing code that’s easy to maintain (and not just clever) Communicating clearly with your team, your product…  ( 4 min )

Introduction In today’s AI-driven world, building smart applications isn’t just about training a powerful model—it's about orchestrating agents, streamlining model interactions, and scaling data processing efficiently. Two protocols making this possible are: A2A (Agent-to-Agent): a standardized protocol for autonomous agent coordination MCP (Model Context Protocol): a structured way for AI models to interact with tools, memory, and systems When paired with Scala and Apache Spark, these protocols unlock a powerful pattern: scalable, intelligent agent-based systems that can process and act on large volumes of data—in real time. A2A allows autonomous agents to communicate, discover each other’s capabilities, and collaborate to solve complex tasks. Think of a travel planning system: ✈️ Fligh…  ( 5 min )

QuCode - 21 Days Challenge Day 1 Complex Numbers & Linear Algebra GitHub Activity: https://github.com/paulobmsousa/QuCode_21DaysChallenge/blob/main/QuCode_Day01_ComplexNumberAndLinearAlgebra_Ex1.py [Example 2]: Core Python: https://github.com/paulobmsousa/QuCode_21DaysChallenge/blob/main/QuCode_Day01_ComplexNumberAndLinearAlgebra_Ex2.py  ( 2 min )

Nice sign-up patterns walk through... not too outdated (2023) https://uxdesign.cc/ux-cheat-sheet-common-sign-up-patterns-67665c1315a2 ux #flows #design #ui #cheatsheet  ( 2 min )

Go has fewer syntax keywords compared to other languages, making it less difficult to learn and easier to get started with. Go has only 25 reserved keywords: break default func interface select case defer go map struct chan else goto package switch const fallthrough if range type continue for import return var This allows beginners to focus more on how to write more elegant code, rather than focusing on syntactic sugar or writing overly concise or tricky code. Go was designed to make up for the shortcomings of C++, to eliminate various forms of slowness and bulkiness, and to improve inefficiencies and scalability, making programming more comfortable and c…  ( 6 min )

In-Depth Analysis of JavaScript's Microtask Queue JavaScript, as a single-threaded programming language, executes operations asynchronously to prevent web pages from becoming unresponsive. The microtask queue—the focus of this deep dive—plays an essential role in this event-driven model. Understanding its workings is crucial for developers seeking to write optimal, efficient, and predictable code. This article will explore the microtask queue in detail, from its historical context to complex usage scenarios, performance considerations, and best practices. Historical and Contextual Overview Microtask Queue Defined Internal Mechanics of the Microtask Queue Code Examples and Complex Scenarios Comparative Analysis with Alternative Approaches Real-World Use Cases Performance Considerations an…  ( 5 min )

Tudo começa com o GitHub. Se você escreve código, precisa ter algo seu. Não da empresa. Não do cliente. Algo que você decide versionar, modelar e melhorar. Mesmo que ninguém veja, você sabe que está lá. E se nem você tem orgulho do que escreve, por que outra pessoa teria? Ter um repositório pessoal bem cuidado é o mínimo. Ter um site técnico conectado a ele — é o próximo passo natural. Não sou influencer. Não quero te vender nada. Mas tenho um site pessoal. Por quê? Porque um site pessoal é liberdade técnica. É sobre não depender de qualquer plataforma grande para mostrar seu trabalho. É sobre aprender construindo algo real — para você mesmo, no seu ritmo, com as tecnologias que você acredita, laboratório sem pressão. E se você pensar bem, manter um portfólio técnico completo exige as me…  ( 4 min )

This article provides a guide on how you can create your own version of the Windows task manager. We’ll use WinForms to create a Simple UI and add functionality to view running process and terminate a process. First create a new WinForms application in .NET framework 4.8 and name it TaskManager. The UI interface will look like this Next, from the ToolBox menu, search for DataGridView item And then drag it unto the MainForm palate. Next, click on the DataGridView Dropdown options and click on Edit Columns. Then add three columns that will act as descriptions as follows By default, your DatatGridView’s name should be dataGridView1 (Unless you previously changed it) public partial class Form1 : Form { public Form1() { InitializeComponent(); LoadProces…  ( 4 min )

We’re all familiar with acronyms like KISS, YAGNI, SOLID, LSP, and especially DRY—"Don't Repeat Yourself." Indeed, unnecessary duplication is inherently wrong. But real-world programming often reveals a subtler truth: duplication frequently moves through codebases with more elegance than purists acknowledge. Duplication simplifies certain tasks. Yes, fixing a bug in duplicated code means multiple edits. But altering shared code can quietly destabilize distant parts of your system. Duplication offers localized safety, while abstraction carries global risks. Both abstraction and duplication can be reversed, though abstractions typically cling stubbornly once established. Sometimes identical code blocks appear similar yet carry distinct meanings. They're not twins—they’re strangers wearing th…  ( 3 min )

MVVM is a powerful architectural pattern used in .NET desktop applications like WPF, MAUI, and WinUI. In this article, we break down the pattern with a practical example, a diagram, its pros and cons, and step-by-step instructions to build it in Visual Studio Code. MVVM is based on three main components: Model – Represents data and business logic. View – The user interface layer. ViewModel – Acts as a mediator between the View and the Model, exposing properties, commands, and state. Each component has a clear role, helping reduce coupling and making the application easier to maintain and test. Let's walk through a simple WPF application using MVVM and CommunityToolkit.Mvvm. public class User { public string Name { get; set; } public int Age { get; set; } } We’ll use [ObservablePr…  ( 4 min )

Today I faced the Linux filesystem like a cautious archaeologist discovering an ancient tomb… only the tomb had permissions issues, missing files, and a bash tantrum. Mission The Journey What even happened Lesson of the Day RHCSA Objectives Smashed Today I Learned Tomorrow Master file and directory permissions Practice chmod, chown, umask Not break the internet while doing it Created a directory Gave our heroic dev some ownership Then came the dramatic moment: writing HTML into a file. I confidently typed and Bash exploded with bash: !: event not found! Turns out Bash thought ! meant "find a command from history" instead of just letting me express my hot take on cats. Also… I forgot to include the actual file name, so Bash tried to write into a directory. Double fail. Use single quotes when your string contains a '!'. File written. Permissions set. Cat lovers pleased. Set file and directory ownership and permissions Created and manipulated files in nested directories Debugged Bash behavior like a command-line therapist Learned to never trust a ! inside double quotes chmod and chown are your best friends—and occasional drama queens Bash has feelings, especially about exclamation marks Always specify the full file path, or Bash gets confused and dramatic We dive into umask, default permissions, and why new files sometimes act like they’re born with an attitude. Follow the full series here: #30DaysRHCSAChallenge on Dev.to And yes, I'll probably make a sticker that says "Don't double quote your !"  ( 3 min )

As organizations scale their infrastructure with Terraform, policy management becomes increasingly important. Whether you're enforcing security standards, compliance requirements, or operational best practices, having a streamlined way to manage and deploy policies is essential. HashiCorp and AWS have worked on publishing some pre-built sentinel policies for AWS provider which you can find below: CIS benchmark Foundation Security Best Practices I recently faced a challenge: I needed to import locally available Sentinel and OPA policies to HCP Terraform, as well as policies available in public GitHub repositories. After exploring various approaches, I decided to create a reusable Terraform module to solve this problem once and for all. As with most of these modules or utilities, I start off…  ( 5 min )

Modern web apps often need more than just simple API endpoints. You need logic. Not just any logic, but stateful, resilient, and scalable logic — think user onboarding flows, approval steps, reminders, and retries. Enter: Workflows. And now, with Codehooks.io, building these workflows is easy, fast, and JavaScript-native. Let's dive in. Whether you’re working on a side project or building enterprise-grade applications, workflows help you: Break complex logic into steps Add retries and error handling Pause and resume Scale reliably 🧪 A Simple Example: Odd or Even? You'll need a codehooks.io account and a project before deploying your workflow code Let’s define a workflow in index.js: import { app } from 'codehooks-js' const workflow = app.createWorkflow('parityCheck',…  ( 4 min )

Hi! Sorry I'm so wildly inconsistent about blogging. I've just been hard at work on a lot of things. :) I ranted previously about the awful state of .NET socket libraries for game devs. I originally developed my new socket library inside the confines of my Jawbone lib, but the project evolved enough and sparked enough interest from third parties that I decided it was worth spinning off into its own focused project. Introducing... Jawbone.Sockets! Be sure to take a tour to become familiar with the API design. The sockets perform zero allocation (beyond the socket creation itself), and they indeed perform better than System.Net sockets, but the more time I spend with this library, the more I just enjoy the drastically simplified design. Span is the heart and soul of everything in this lib…  ( 5 min )

🚨 This is Part 3 of the “Building an AI Assistant with Ollama and Next.js” series. 👉 Check out Part 1 here 👉 Check out Part 2 here In the previous parts, we covered how to set up an AI assistant locally using Ollama, Next.js, and different package integrations. In this part, we’re diving deeper into building a Knowledge-Based AI assistant using RAG (Retrieval-Augmented Generation) with LangChain, Ollama, and Pinecone. We’ll walk through how to: Load and preprocess documents Split and embed them into vector space Store the embeddings in Pinecone Query these vectors for smart retrieval Next.js TailwindCSS Cursor IDE Ollama LangChain Pinecone Vector Database PDF-Parse, Mammoth.js for document reading RAG stands for Retrieval-Augmented Generation. It’s a hybrid AI approach that improves r…  ( 8 min )

Whispers of Winter's Charm Frosty mornings, cozy nights, and winter's gentle charm, As autumn's leaves surrender to winter's whispered form. A serene silence falls, and enchantment fills the air, Winter's magic unfolds, beyond compare. The chill of morning whispers secrets to the bold, As frosty winds caress the snow-covered streets to unfold. The morning light casts warmth on winter's wonderland so bright, A magical, where every moment feels just right. Winter nights, a cozy warmth, a crackling fire, hot chocolate's delight, Twinkling lights, marshmallows roasting, laughter in the night. A reminder that life's simplest pleasures bring the most magic spell, Winter nights, a time to cherish, and love that all can tell. A season of wonder, a magical playground so grand, Ice-skating thrills, snowshoeing serenity, nature's beauty to unfurl and stand. Snow-covered mountains, frozen lakes, rolling hills so pure and white, A winter wonderland, waiting to be discovered, cherished in delight. Winter, season of enchantment, slow down, and behold, Appreciate beauty, cherish moments with loved ones to unfold. It wraps us in its warm embrace, reminding us of life's magic spell, Let us unwrap winter's magic, and let joy and wonder fill us well. What are your thoughts? Let's discuss in the comments!  ( 3 min )

Harmony in School Halls School life is a symphony of sounds**, a rhythmic beat of lockers slamming, chatter of friends, and the steady hum of lessons. It's a world where we grow, learn, and develop social skills, and create memories that last a lifetime. From the chaotic morning rush to the evening reflection, school life is a journey of self-discovery, where we form meaningful relationships, discover our strengths and weaknesses, and learn to navigate the ups and downs of this journey. The school day begins with a chaotic symphony of alarm clocks, breakfast on-the-go, and a mad dash to catch the bus. As we burst through the school gates, the sounds of chatter and laughter fill the air, a cacophony of excitement and anticipation. School is where we form some of our most meaningful relationships, bond over shared interests, laughter, and adventures, and create memories that we'll cherish forever. Our friends are our support system, confidants, and partners in crime, and together, we navigate the ups and downs of school life, sharing our joys and sorrows. School is also about learning, growing, and developing new skills, where our teachers guide us, inspire us, and challenge us to reach our full potential. As the school day comes to a close, we reflect on what we've learned, what we've accomplished, and what we could do better tomorrow. We think about our goals, our aspirations, and our dreams. School life is a journey of self-discovery, where we learn to navigate the ups and downs, and develop the resilience and determination to overcome obstacles. In conclusion, school life is a beautiful symphony of sounds, a rhythmic beat of lockers, lessons, and laughter. Let's remember to appreciate the little things, the moments that make us smile, and the lessons that shape us into the people we're meant to be. What are your thoughts? Let's discuss in the comments!  ( 3 min )

Time is a resource If there's one thing I don't have enough of, it's time. And by that I mean time for all my projects, for everything that interests me, for everything I would like to learn. I love learning new things. Definitely a great skill and practically indispensable in my job as a software developer. But sometimes it's also a curse. I always try to organize my time as well as I can. Sometimes it works more or less well. I believe that this one thing is the reason why projects are not fulfilling, don't work or simply fall by the wayside. Our brain can do many things, but one thing it cannot do. Multitasking. It is said that women are better at it than men. And that may be true. But it's still bad. It is both a curse and a blessing. But this skill of doing one thing with everything you have is incredibly powerful. It may sound like a fortune cookie saying, but you really can do anything with it. It's a superpower. One trap I often fall into is the fact that I believe that if I only do one thing, I have to do it perfectly. It has to be worth it, right? Bullshit. I wrote this blog mainly for myself. Of course I hope to help others but I personally struggle with this issue every day. Focus on one thing. Don't split your attention and energy. Bundle them. Quality over quantity!  ( 4 min )

This is a submission for the Postmark Challenge: Inbox Innovators. I built a web application that automates the initial stages of the hiring process by leveraging Next.js and Postmark's inbound email parsing feature. The application receives job application emails, uses an LLM (OpenAI GPT) to intelligently extract relevant information from the email body and any attached resumes (PDF or DOCX), and then stores this structured data in Firebase Firestore. This data, including candidate details, job application specifics, and the original parsed email, is then accessible via a dashboard for easy viewing and management. You can try out the live demo here: https://postmark-devto-chengsokdara.vercel.app Testing Instructions: Navigate to the demo application and log in using a Google account…  ( 4 min )

Harmony in School Halls Here is the revised content in three paragraphs: School life is a symphony of sounds**, a rhythmic beat of lockers slamming, chatter of friends, and the steady hum of lessons. It's a world where we grow, learn, and develop social skills, and create memories that last a lifetime. From the chaotic morning rush to the evening reflection, school life is a journey of self-discovery, where we form meaningful relationships, discover our strengths and weaknesses, and learn to navigate the ups and downs of this journey. Posted by Author Published on June 1, 2023 What are your thoughts? Let's discuss in the comments!  ( 3 min )

School life is a symphony of sounds**, a rhythmic beat of lockers slamming, chatter of friends, and the steady hum of lessons. It's a world where we grow, learn, and develop social skills, and create memories that last a lifetime. From the chaotic morning rush to the evening reflection, school life is a journey of self-discovery, where we form meaningful relationships, discover our strengths and weaknesses, and learn to navigate the ups and downs of this journey. The school day begins with a chaotic symphony of alarm clocks, breakfast on-the-go, and a mad dash to catch the bus. As we burst through the school gates, the sounds of chatter and laughter fill the air, a cacophony of excitement and anticipation. School is where we form some of our most meaningful relationships, bond over shared interests, laughter, and adventures, and create memories that we'll cherish forever. Our friends are our support system, confidants, and partners in crime, and together, we navigate the ups and downs of school life, sharing our joys and sorrows. School is also about learning, growing, and developing new skills, where our teachers guide us, inspire us, and challenge us to reach our full potential. As the school day comes to a close, we reflect on what we've learned, what we've accomplished, and what we could do better tomorrow. We think about our goals, our aspirations, and our dreams. School life is a journey of self-discovery, where we learn to navigate the ups and downs, and develop the resilience and determination to overcome obstacles. In conclusion, school life is a beautiful symphony of sounds, a rhythmic beat of lockers, lessons, and laughter. Let's remember to appreciate the little things, the moments that make us smile, and the lessons that shape us into the people we're meant to be. What are your thoughts? Let's discuss in the comments!  ( 3 min )

In the world of software development, designing a scalable and maintainable architecture is crucial for building a successful application. One approach to achieve this is by using containerization with Docker. In this article, we'll explore the benefits of using containerized Java microservices and provide a step-by-step guide on how to implement this architecture. Identify the microservices: Break down your application into smaller, independent services that can be developed, tested, and deployed separately. Choose a containerization platform: Select a suitable containerization platform, such as Docker, and install it on your development environment. Create a Dockerfile: Write a Dockerfile that defines the instructions for building and running your microservice. Build and run the container: Use the Dockerfile to build a Docker image and run the container. Integrate with other services: Integrate the containerized microservice with other services in your application. By following these steps, you can design a scalable and maintainable Java microservice architecture using containerization with Docker. For more information on containerized Java microservices, check out IAMDevBox.com. Read more: https://www.iamdevbox.com/posts/  ( 3 min )

Welcome back to our series on Key Management Service (KMS) in Kubernetes! In Part 1, we laid the groundwork; now, in Part 2, we're diving into the critical concept of encryption at rest. Simply put, encryption at rest in Kubernetes refers to how the API server encrypts data before storing it in etcd. Think of etcd as the brain of your Kubernetes cluster - it's where all your cluster's configuration data, state, and secrets live. By default, the Kubernetes API server stores resources in etcd as plain text. This means if someone gains unauthorized access to your etcd, they can read all your sensitive data, including secrets, without any effort. This is a significant security risk. While encryption at rest applies to any Kubernetes resource, in this series, we'll continue to focus on Secrets …  ( 7 min )

Here is the revised content in three paragraphs: School life is a symphony of sounds**, a rhythmic beat of lockers slamming, chatter of friends, and the steady hum of lessons. It's a world where we grow, learn, and develop social skills, and create memories that last a lifetime. From the chaotic morning rush to the evening reflection, school life is a journey of self-discovery, where we form meaningful relationships, discover our strengths and weaknesses, and learn to navigate the ups and downs of this journey. The school day begins with a chaotic symphony of alarm clocks, breakfast on-the-go, and a mad dash to catch the bus. As we burst through the school gates, the sounds of chatter and laughter fill the air, a cacophony of excitement and anticipation. School is where we form some of our most meaningful relationships, bond over shared interests, laughter, and adventures, and create memories that we'll cherish forever. Our friends are our support system, confidants, and partners in crime, and together, we navigate the ups and downs of school life, sharing our joys and sorrows. School is also about learning, growing, and developing new skills, where our teachers guide us, inspire us, and challenge us to reach our full potential. As the school day comes to a close, we reflect on what we've learned, what we've accomplished, and what we could do better tomorrow. We think about our goals, our aspirations, and our dreams. School life is a journey of self-discovery, where we learn to navigate the ups and downs, and develop the resilience and determination to overcome obstacles. In conclusion, school life is a beautiful symphony of sounds, a rhythmic beat of lockers, lessons, and laughter. Let's remember to appreciate the little things, the moments that make us smile, and the lessons that shape us into the people we're meant to be. What are your thoughts? Let's discuss in the comments!  ( 3 min )

Digital Tools Every Modern Lawyer Should Know Real-World Insights from Installing Clio, MyCase, and LexisNexis When I began deploying case management tools for legal clients, I thought the software would be the hard part. It wasn’t. Tools like Clio and MyCase install smoothly for most small to mid-sized firms. But the security, data location, and compliance demands? That’s where the real work began — especially when LexisNexis entered the mix with its deep on-premises footprint. This article shares my firsthand experience with all three tools and provides a candid look at how to secure legal data — whether it’s hosted in the cloud or locked in a server room across the hall. With LexisNexis, I’ve stood in server closets where every detail mattered — from door locks to cooling s…  ( 5 min )

Hi Everyone!!! In today’s web design, having a responsive navigation bar is essential. Whether your visitors use desktops, tablets, or smartphones,your website should adapt smoothly. In this blog, we’ll walk through how to build a simple responsive navigation bar using only HTML and CSS what we learn: We want a navigation bar that: 1.Shows the site logo + menu links on large screens HTML Structure: We use semantic tags to make our structure clean and accessible: MySite Home About Services Contact ☰ Key tags: 1.<nav…  ( 4 min )

This May, Finanzy, our Android-based personal finance manager, crossed a meaningful milestone: 1,000 installs on the Play Store. If you're new to it, Finanzy helps users manage their money with a clean and efficient expense tracker, income tracker, and budget planner — all packed into one lightweight app. 📲 Get it on Google Play We introduced advanced filters to give users more control over their data: Filter by account Filter by category Filter by specific time periods This upgrade makes Finanzy a much more effective budget planner and improves how users analyze their financial habits. One of the most requested features is finally here: a map view to visualize where transactions happen. Users can now see their spending geographically, helping them identify patterns or outliers. This feature brings a new spatial dimension to Finanzy’s expense tracking capabilities. We also made several visual and usability enhancements: 🧾 New icons for accounts 💲 More accurate balances with decimal formatting 📊 Improved charts for income vs. expenses 💬 Enhanced feedback button for easier communication These changes are based entirely on user feedback and usage patterns keep it coming! Want to see the full context and screenshots? Check out the complete May update on our blog: 🔗 Read the Full May 2025 Finanzy Update If you're building in fintech, mobile, or solo-deving your own productivity tools — I'd love to hear how you’re handling feature prioritization and user feedback. Feel free to drop a comment or share your own experience 👇  ( 3 min )

👋 The Beginning It all started in 2005 — RHEL 3.0 and Oracle 8.x were the giants of the day.I wasn’t just installing software — I was absorbing a way of life. I still remember setting up BIND (probably Redhat 9 (not EL)) and attending a demo at Indian Air Force HQ, Subroto Park, New Delhi. My uniform had changed. But my mindset remained tactical — observe, adapt, deploy. Back then, there was no Stack Overflow, no YouTube how-tos. Just man pages, printed guides, and logs. And somehow, that made the learning stick deeper. 🧠 What Made Linux Stick? Simple. The terminal felt like home. I wasn’t chasing certs (though I earned my RHCE 4 in Dec 2005). I was chasing clarity — why a service failed, why a bootloader broke, how to recover from a corrupted /etc/fstab at 2 AM without breaking a sweat.…  ( 4 min )

Hi there! I'm Shrijith Venkatrama, founder of Hexmos. Right now, I’m building LiveAPI, a first of its kind tool for helping you automatically index API endpoints across all your repositories. LiveAPI helps you discover, understand and use APIs in large tech infrastructures with ease. Database connection leaks in Go can silently kill your app’s performance. Open connections pile up, resources get hogged, and suddenly your app is choking under the weight of its own database calls. I built db_leaks.py, a Python script that uses AI to scan Go codebases for PostgreSQL connection issues. It’s not perfect, but it’s a solid tool to catch problems like unclosed connections, idle connection overuse, or redundant sql.Open() calls. Let’s dive into how it works, why it’s useful, and how you can use it …  ( 7 min )

Today, I took my front-end web development skills one step further by building a clone of the Google homepage using just HTML and CSS. It was a fun and educational exercise that helped me understand how minimalistic yet powerful design can be. Google's homepage is simple, clean, and iconic — making it the perfect project for practicing HTML and CSS layout skills. Even though it looks basic, replicating its layout and responsiveness was a great challenge. HTML5 for structure CSS3 for styling A code editor like VS Code Google Chrome for testing and inspecting elements I started by dividing the page into key sections: Header – Contains the navigation links like Gmail and Images, and the grid icon (Google Apps). Main Section – Contains the Google logo, search bar, and the buttons ("Google Search" and "I'm Feeling Lucky"). Footer – Contains regional and policy links. Here’s a snippet of the basic HTML structure: Google Clone I used Flexbox for layout alignment, making it easier to center the content both vertically and horizontally. I also replicated the rounded corners of the search bar, the subtle shadows, and hover effects on the buttons. Some CSS features I used: display: flex; justify-content: center; box-shadow border-radius :hover pseudo-classes Here’s what my version looks like: (You can insert a screenshot of your Google clone here) The importance of spacing and alignment in web design. How even a simple page can teach attention to detail. Improved my skills in using Flexbox and basic responsive design. Now that I’ve done a static clone, I’m thinking about adding: Responsive design for mobile screens. A dark mode toggle using JavaScript. A little animation to the buttons.  ( 3 min )

In JavaScript, getters and setters are special methods that allow you to control access to the properties of an object. They are primarily used to define object properties dynamically, encapsulate logic, and ensure data integrity. By using getters and setters, developers can control how properties are read and written without directly exposing the underlying data structure. Getter: A method that gets the value of a specific property. Setter: A method that sets or updates the value of a specific property. They are defined using the get and set keywords inside an object or class. Encapsulation: Hide the internal representation of data. Validation: Apply logic before assigning or retrieving values. Computed Properties: Dynamically calculate values based on other properties. Consistency: Unifo…  ( 4 min )

A UK-based biotech company, Basecamp Research, is using artificial intelligence and environmental DNA to uncover a vast new world of biology. By sampling DNA from some of the planet’s most remote and untouched ecosystems, the company has identified over one million previously unknown species. These discoveries are not just academic. They are fueling a next-generation AI platform designed to radically accelerate drug discovery. The company’s genomic database is already among the largest of its kind. It is being used to train AI models that predict protein structures, functions, and interactions at unprecedented accuracy. This includes boosting tools like AlphaFold, which helps researchers visualize the shape of proteins based on genetic code alone. A major focus of the project is the identification of new large serine recombinases, a type of enzyme that can precisely insert large DNA sequences into the genome. These enzymes are considered highly promising for future gene therapies, including for cancer and rare genetic disorders. Basecamp Research is also trying to set a new standard in ethical science. The team works directly with local researchers and governments in the regions where DNA samples are collected. In return, partner countries receive royalties and scientific credit, avoiding the extractive models of earlier biotech ventures. This combination of field biology, advanced sequencing, and deep learning could reshape how we find drugs, understand evolution, and build genetic tools. It is a powerful example of how AI, when paired with real-world data, can help uncover the deepest layers of life on Earth. Read the full story here: https://www.ft.com/content/9765ab86-0156-4901-b6ec-fbee465ab819  ( 3 min )

If you're fascinated by the options market or want to dive into financial data analysis using Python, this post is for you. We'll walk through a practical example that: Loads and cleans options data (calls and puts) from CSV files, Calculates key metrics like the At-The-Money (ATM) strike, expected price move, and Max Pain strike, Visualizes open interest and implied volatility across strike prices with clear, insightful charts. Options traders look at implied volatility and open interest to gauge market sentiment, liquidity, and price expectations. The Max Pain theory suggests that the stock price tends to gravitate toward the strike price where option holders collectively suffer the most loss — a concept useful for market timing. Let's start by looking at the full code that performs all …  ( 5 min )

Tired of building yet another “AI that writes emails”? Here are 10 unique, fast-build database ideas powered by AI—and exactly how to make them addictive and profitable. These ideas aren’t just novelty. Each one has: 🔥 A magnetic value hook ⚙️ A sticky, self-refreshing data loop 💰 A smart, simple monetization path What it is: A database of 50k+ startup tech stacks ("What tools do X startups use?") Why it's addictive: Founders and devs are obsessed with what tech other startups use—especially the successful ones. How you monetize: What it is: 20k+ dead startups with AI-summarized post-mortems. Why it's sticky: Everyone loves learning from failure—especially if someone else made the mistake. How you monetize: What it is: Drop in a viral tweet or post → AI breaks down why it worked. Why it’…  ( 7 min )

OPPO once again shakes up the market with the Reno13 5G, a bold new smartphone priced around 9 million IDR (roughly $600) that brings an iPhone-like feel to Android. From its boxy design, premium materials, to trendy features that closely resemble flagship phones, OPPO seems to have found a new winning formula for 2025. But behind all that resemblance, is the Reno13 5G just style over substance or does it truly deserve to be called a high-end smartphone? Let’s dive deep! How Much is the OPPO Reno13 5G? OPPO’s New Strategy: iPhone Inspiration + Find X8 Touches If the Find X8 was praised for its design, performance, and software, Reno 13 5G inherits the same DNA. OPPO probably thought it’s better to reuse a proven formula than to create something totally new. The ColorOS software is smoother…  ( 7 min )

In JavaScript, .length is a commonly used property that returns the number of elements in an array, the number of characters in a string, or the number of arguments in a function, depending on the context. String Length Returns the number of characters in a string: let str = "Hello, world!"; console.log(str.length); // Output: 13 Array Length Returns the number of elements in an array: let arr = [1, 2, 3, 4]; console.log(arr.length); // Output: 4 You can also change the length of an array: arr.length = 2; console.log(arr); // Output: [1, 2] Function Length Returns the number of expected arguments in a function: function myFunc(a, b, c) {} console.log(myFunc.length); // Output: 3 In JavaScript, variables are used to store data values. You can declare a variable using one of three …  ( 4 min )

Product engineers, Developer advocates, or Technical writers? If you're looking for a new opportunity in the dev tools space, this post is for you. Below are 17 open roles in dev-first companies. Apify is hiring a Developer Community Manager Appwrite is hiring a Growth Engineer #opensource Clerk is hiring a Developer Relations Engineer Gatling is hiring a Developer Advocate Inngest is hiring a Content Engineer Lovable is hiring a Growth Engineer Mux is hiring a Senior Community Engineer ngrok is hiring a Senior Developer Educator Resend is hiring an Open Source Engineer #opensource Scale AI is hiring a Technical Writer Supabase is hiring a Startup Program Manager #opensource Trunk is hiring a DevRel Engineer Windsurf is hiring a Developer Relations Engineer Writer is hiring a Developer Advocate Codeium is hiring a Technical Content Marketer Langfuse is hiring a Developer Advocate #opensource Mintlify is hiring a Product Engineer That's a wrap! If this helped, please add some ❤️🦄🤯🙌🔥 Every Sunday, I hand-pick open roles in the dev tools space and post them on Twitter / X and LinkedIn. Looking for more open roles? You can find my latest posts here. Is your company hiring? Please let me know! Reply here or send me a DM, and I'll make sure to add it to the next edition. See you next month — keep it up! 👋  ( 4 min )

Just finished up with Part 2 from Dr. Chuck's "C Learning For Everybody" and wanted to take a second to reflect. If you're interested about going to a low level language from a high level one, this article will give you some insight into some of things you might expect to learn. At the bare minimum, you'll come away with some great good for thought that'll continue to fuel your programming journey. Here are 8 insights I had throughout the past month and a half: C, or at least some of the programming problems introduced in this course, will make you think about math (and really our entire world) differently. Writing a program that converts numbers between different bases (decimal, hex, octal, and binary) might very well throw your mind for a twist (it did mine). Converting between different…  ( 6 min )

In this article, i am going to review the small language models. Most people created hype in the social media and other platforms, regarding the small language models, like, now the ai is in our own pocket, it does work without the internet, privacy and secure. Using Ollama Using LMStudio I preferred Ollama, because it seems ease for me, because after installation, we just have to run ollama run model_name, that's it, our setup is done. Not the instance is fired in the terminal, for prompts. Everything works good till now. But, the problem is resource cost. even for a simple 'Hi' the model uses the extensive resources like cpu, ram. I mean, in my view, its not good.  ( 3 min )

Welcome to this comprehensive guide where you'll learn how to build your very own AI agent from scratch! We'll start with the basics, understand what an AI agent is, and then progressively add capabilities like tools for performing actions and Retrieval Augmented Generation (RAG) for accessing external knowledge. Finally, we'll wrap it all up with a simple but functional web user interface. This tutorial is designed for beginners, so we'll break down complex concepts into easy-to-understand steps with plenty of code examples. What you'll build: Chat with you. Use a "calculator" tool to perform mathematical calculations. Access a small knowledge base to answer questions about specific topics (RAG). Interact through a web UI. Prerequisites: Basic understanding of Python. Familiarity with…  ( 19 min )

The evolution of data architectures has sparked a critical debate between two dominant approaches: ETL (Extract, Transform, Load) and ELT (Extract, Load, Transform). This article examines their historical contexts, operational advantages, implementation challenges, and optimal use cases, providing actionable insights for organizations navigating modern data management. Developed in the 1990s, ETL emerged as a response to technological constraints, including expensive storage and limited computational resources. Its sequential process—extracting data from heterogeneous sources, transforming it into standardized formats, and loading it into centralized repositories—prioritized storage efficiency by discarding raw data post-transformation. This approach became foundational for legacy system…  ( 5 min )

“Complexity is the enemy of execution.” Tony Robbins (and probably your future self after debugging for 3 hours) Once upon a time in a land not far away — just behind your browser tabs and that one folder called tempStuffForLater — lived a tired developer named Elliot. Elliot was brave, skilled, and a master of JavaScript sorcery, but he had one fatal flaw: He feared writing docs. In his kingdom, documentation was handled through monstrous WYSIWYG editors. They promised magic — bold with a click! headings with a shortcut! — but Elliot knew the truth. They: Lagged like his old PC running Electron apps. Spat out bloated HTML like a sneeze of tags. Turned simple thoughts into formatting chaos. He felt trapped. He had thoughts to share with the dev.to village. Wisdom to pass on. But the…  ( 4 min )

Por mais de duas décadas, testemunhei a transformação do movimento ágil de uma filosofia libertadora em uma prisão metodológica. Este artigo é para todos que sentem que algo está profundamente errado, mas foram condicionados a não questionar. O que testemunhamos hoje nas empresas de tecnologia é uma caricatura perversa do que um dia foi o movimento ágil. O que nasceu como libertação tornou-se prisão. O que deveria ser adaptação virou dogma. O que começou como uma revolução contra processos rígidos transformou-se exatamente naquilo que pretendia combater: um conjunto inflexível de rituais vazios. Observe uma daily típica: dezenas de pessoas repetem mecanicamente o que fizeram ontem, o que farão hoje, e quais impedimentos enfrentam. Ninguém realmente escuta. Ninguém genuinamente se importa. …  ( 6 min )

Math.random(): Math.random() is a built-in function that returns a floating-point number between 0 (inclusive) and 1 (exclusive). This means the result is always >= 0 and < 1. Basic usage const randomNumber = Math.random(); console.log(randomNumber); // e.g., 0.34784310291847 Get a random number between 0 and a specific number: const randomUpTo10 = Math.random() * 10; // 0 <= result < 10 Math.floor() is a method that rounds a number down to the nearest integer. Examples: Math.floor(4.9); // 4 Math.floor(4.1); // 4 Math.floor(4.0); // 4 Math.floor(-4.1); // -5 Math.floor(-4.9); // -5 Array is a data structure used to store multiple values in a single variable. Creating an Array const fruits = ["apple", "banana", "cherry"]; const numbers = [1, 2, 3, 4, 5]; The length property sets or returns the number of elements in an array. Syntax: array.length Set the length of an array: array.length = number  ( 3 min )

If you are just starting to look into AI (or any software) development, you might hear terms like API, SDK, etc. One of my friends who just got into this hype of AI development asked me these questions, and he did not have any technical background: “What are APIs? What are the differences between API and SDK?” I thought it would also be nice to have a simple-to-understand explanation for you guys. Let’s start with the API. To put it simply, API is how software talks to each other. If this is too vague, consider it a clearly defined way one program can request services or information from another. Instead of a human clicking a button, one piece of software makes a structured call to another. Many larger software platforms are providing API services to interact with their software. Let’s tak…  ( 7 min )

Aniruddha Adak is a dynamic professional in the tech industry, known for his expertise in AI engineering, web development, and technical writing. With over two years of experience, Aniruddha has made significant contributions to the field, specializing in creating and managing AI agents and working with various AI agentic tools. Aniruddha currently serves as the Head of Data, BI & Analytics at Bajaj Housing Finance Limited. His role involves leveraging his extensive experience in data architecture and analytics to drive innovation and efficiency within the organization. Prior to this, he held senior positions at renowned companies like Cognizant, IBM, and Tata Consultancy Services. Aniruddha is a full-stack developer and AI engineer, proficient in technologies such as Python, TensorFlow,…  ( 4 min )

WebSocket Broadcasting with hyperlane The hyperlane framework natively supports the WebSocket protocol. Developers can handle WebSocket requests through a unified interface without dealing with protocol upgrades manually. This article demonstrates how to implement both point-to-point and broadcast messaging on the server side using hyperlane, along with a simple WebSocket client example. The hyperlane framework supports the WebSocket protocol with automatic server-side protocol upgrading. It also offers features such as request middleware, routing, and response middleware. Note: WebSocket responses must be sent using the send_response_body method. Using send_response will cause client-side parsing to fail, as it does not format the response according to the WebSocket protocol. In this ex…  ( 4 min )

In this article, I’ll walk you through the architecture and implementation details of a prototype application hosted on AWS ECS (using the Fargate launch type). We’ll explore how to build a CI/CD pipeline with AWS services like CodePipeline and CodeBuild, containerize our application, and add a geolocation feature using AWS Lambda, CloudFront, and S3. Let’s dive in! Managing infrastructure at scale can be challenging. Our goal was to: geolocation of end users using CloudFront logs and Lambda. Here’s a high-level look at the architecture: GitHub Repository: Stores the source code. AWS CodePipeline: Manages the CI/CD workflow. AWS ECR: Hosts Docker images. AWS ECS (Fargate): Runs containerized applications in a serverless manner. AWS Secrets Manager: Manages credentials securely. AWS CloudF…  ( 4 min )

React is a JavaScript library for User Interfaces, while Next is a full-stack framework build on top of React, You can think of it like a enhanced version of React with features like routing, server-side rendering, and better SEO capabilities. Reactjs Core Nextjs Core In React, routing is manual you have to set it up with tools like react-router. In Next.js you just create a folder in the app directory and name it based on your route name (ex: about,dashboard), No boilerplate code needed. For SEO and performance, Next.js uses SSR and static generation. It can pre-render HTML on the server, which loads faster and is more SEO-friendly. Dynamic pages can also be server-rendered in chunks — Next figures out what to serve based on the user's request and only sends what's needed. If a page uses use client, the server sends that component's JavaScript to the browser, which then renders it client-side. By the way on what tech do you build frontend?  ( 3 min )

You know that feeling when you're trying to learn a specific Oracle APEX pattern and every tutorial either assumes you're a complete beginner or jumps straight into enterprise-level complexity? The basics are too basic, the advanced stuff skips too many steps. That's why I created Oracle APEX Tutorials. Real-world scenarios, practical examples, and the stuff that actually matters when you're building applications people will use. Oracle's docs are comprehensive but not always practical. Community forums solve specific problems but don't show the bigger picture. I wanted something in between - structured tutorials that assume you know Oracle APEX basics but need guidance on doing things the right way. Each tutorial focuses on a specific problem I've actually encountered: building responsive dashboards, handling complex validations, optimizing performance with large datasets. No contrived examples, just solutions that work in production.  ( 3 min )

DiaGuide: Diabetes Risk Prediction App 👋 Introduction Hi there! Last week, I built my first fully functional website, implementing AI to predict diabetes risk using historical data. This was my first time publishing a real, working website—and I am honestly proud of the result. And I built all this during 48-hour hackathon, working solo. I used Streamlit for the UI, scikit-learn for the AI training, and a model. Here is how: When the project topic was first released, I was slightly surprised to see healthcare 💓 — most of the hackathons I had joined previously allowed more open-ended, general tech solutions. But then I started thinking 🤔, and this pushed me to research more deeply. Since I was good at data analysis and developing ML models, I decided to focus on those are…  ( 5 min )

TFT displays are ubiquitous—from smartphones and tablets to industrial HMIs and outdoor terminals. But under the surface, not all TFT panels are created equal. A display designed for a handheld device is fundamentally different from one engineered for 24/7 operation in a high-temperature, high-vibration environment. In this post, we’ll explore the core differences between industrial and consumer-grade TFT displays, and why choosing the wrong type can lead to premature failure, performance issues, or even safety risks in demanding applications. An industrial TFT (Thin-Film Transistor) display is built to operate in harsh, mission-critical environments—think factory automation, medical equipment, agricultural systems, and outdoor kiosks. These displays prioritize long-term reliability, therm…  ( 4 min )

Flutter is an open source UI toolkit launched by Google for building high-performance, high-fidelity cross-platform applications. Flutter initially focused on mobile platforms, but with the launch of Flutter for Web, it has also expanded into the field of web development. This article will deeply analyze the architecture, core concepts, development process, performance optimization, and comparison with traditional web development frameworks of Flutter for Web. Flutter for Web is based on the core framework of Flutter, retaining its original Dart programming language, Widget system, and declarative programming model. It converts Flutter's component rendering engine (Skia) into web-friendly formats such as HTML, CSS, and SVG, while leveraging the native features of the web platform, such as …  ( 12 min )

Here are all the questions and concepts mentioned in the video: Introduction to Data Warehouse and Data Mining (PEC-IT602B) DW, DM Star, Snowflake, fact schema, sum OLAP, OLTP ETL Process KDD Data Mart Data Pre-processing Types of Attributes Numericals -> min max z score Normalization Data Discretization Data Wrangling Data mining techniques Classification & Clustering Analysis Classification problems -> Naive Bayes + sums Decision Tree + sums various types of Distance measures. Euclidean Manhattan Cosine Similarity Jaccard Similarity Clustering problems -> K means K medoid PAMs Hierarchical -> Agglomerative Algo + Sums Divisive Algo + Sums CLARA, CLARANS Mining Time Series Data Time series Data Components of Time series -> Trend (T), seasonal variations (S), cyclic variations (C), random movement (I) Models of Time Series Analysis Additive model (O=T+S+C+I) Multiplicative Model (O=T*S*C*I) Decision tree & its Construction Principle Pearson correlation & Bayesian Classification Mining Data Streams Apriori Algo + Sums Frequent Pattern Mining + sums Market Basket Analysis Class Imbalance Problem Association Rule Information Gain & Gain Ratio Tree Pruning Techniques ROLAP, MOLAP, HOLAP Splitting Attributes Synopsis & Synopsis D.S in Stream Data Mining Histogram Quantile Sketches Stream Data Processing Technique -> Reservoir Sampling, Sliding window model Web Mining Web Mining & its types -> Content mining, Structure, Usage Web Crawler Web Logs Page Rank Algo Distributed Data Mining Recent Trends in DNDM Graph Mining SNA (Social Network Analysis) DSMS (Data Stream Management System)  ( 3 min )

Why Anonymous Authentication? Let's say you have an e-commerce app, and you want to allow users to add products Enabling Anonymous Authentication in Supabase Create a new Project in Supabase.com You might need to create a new organization if you don't have one. Then give your project name and db password Once the project is created, you will have the project URL and anon key. You can use these to connect to your project. Note that these are public keys, and you can share them. Like Firebase, you protect your data with rules. Go to the Authentication section in Supabase Then go to the sign section Enable Anonymous Authentication Get the complete source code from here Create a server action in Next.js 'use server' const signinAnonymously = async () => { con…  ( 5 min )

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Sure! Here's a simple and beginner-friendly blog post about learning arrays and length in programming. This example is based on JavaScript, but I can adapt it to another language if you prefer. If you're just starting your programming journey, two important concepts you'll often hear are arrays and length. Let’s break them down in a simple way. An array is a way to store multiple values in a single variable. let fruits = ["apple", "banana", "cherry"]; Here, fruits is an array that holds 3 values: "apple" "banana" "cherry" You can think of an array like a box with compartments. Each compartment has a number (called an index), and it holds one item. Index Value 0 "apple" 1 "banana" 2 "cherry" 🧠 Remember: Indexes start at 0, not 1. Want to get "banana"? You use its index: console.log(fruits[1]); // Output: banana Every array has a property called length, which tells you how many items are inside. console.log(fruits.length); // Output: 3 Even if you don’t know what's in the array, .length helps you find out how many items it contains. You can add new items using .push() and remove with .pop(): fruits.push("mango"); // Adds "mango" to the end console.log(fruits); // ["apple", "banana", "cherry", "mango"] fruits.pop(); // Removes the last item ("mango") console.log(fruits); // ["apple", "banana", "cherry"] You can loop through arrays using a for loop: for (let i = 0; i < fruits.length; i++) { console.log(fruits[i]); } An array stores multiple values in one variable. You access values using index numbers, starting from 0. Use .length to find how many items are in the array. Arrays are super useful for organizing data and are used in almost every programming language! Let me know if you'd like this blog translated into Hindi, Tamil, or another language, or if you want examples in Python, Java, or C++.  ( 4 min )

Logging is deceptively tricky. When I started building my app, I assumed logging would be simple — just add logger.info() or logger.error() where needed. But as the app grew, so did the problems: Inconsistent logs from different layers Inability to trace what failed and why Unstructured logs that Fluent Bit couldn’t reliably parse Missing context (like response time, request ID) in error logs I had questions. A lot of them. Here's how I answered them — and built a logging system that’s clean, structured, and future-ready. Doubt: “Logging needs all details at the end (status code, time taken, etc.), but most of those are only known at the response stage. Should I log in request and response both?” Answer: ✅ Logging once — at the response/finalization stage — makes more sense. You get …  ( 5 min )

Introduction Vector search, also known as vector similarity search, has quickly evolved from an experimental technology to a must-have component in many AI applications. As developers and technical leaders, we're increasingly looking for ways to handle similarity-based queries that traditional databases simply weren't designed to handle efficiently. Whether you're building a product recommendation system or implementing semantic search, the underlying challenge is the same: how do you efficiently find the "nearest neighbors" to a query vector in a potentially massive dataset? That's where vector search engines come in. The good news is that the open source community has stepped up with multiple high-quality options. The challenging part? Figuring out which one is right for your specific …  ( 16 min )

Thinking of cashing out the RSUs and investing the money elsewhere? Let’s run the numbers first! In the previous blog post, we talked about the RSUs portion of an employee’s compensation. At first, they are granted to you, and when the time comes, they are vested: The shares are yours! Once you can vest your shares, you need to pay income tax on them. For example, if you get 10 shares worth $100 each at the time of vesting, you need to pay 52% of their value to taxes (that number depends on where you live). This means that for those 10 shares, you need to pay $520 in taxes. We compared three options to handle the stocks given to you by the company: Sell all when received: sell all 10 shares and take $480 home. Sell to cover taxes: sell 6 shares, invest 4 shares, and take $80 home. Keep …  ( 6 min )

Hello Geeksters! If you've read my previous blogs, you'll know that I keep blabbering about Solidity and coding. I talk as if I am an expert but I am clearly not. I'm still a beginner figuring her way around Solidity. So the question comes, how did I start? What was my first code? I'll tell you the answer to that in this blog. So a little bit basics first. What is a smart contract? What is Solidity? Now we'll start with the basic hello world program in solidity. https://remix.ethereum.org) which is an online IDE for Solidity development. HelloWorld.sol. Paste the following code: // SPDX-License-Identifier: MIT pragma solidity ^0.8.0; contract HelloWorld { string public message; constructor() { message = "Hello, World!"; } function updateMessage(string calldata ne…  ( 5 min )

Javascript operators are used to perform different types of mathematical and logical computations. Examples: The Addition Operator + adds values The Multiplication Operator * multiplies values The Comparison Operator > compares values JavaScript Assignment The Assignment Operator (=) assigns a value to a variable: Assignment Examples JavaScript Addition Adding JavaScript Multiplication Multiplying Types of JavaScript Operators Arithmetic Operators JavaScript Arithmetic Operators Arithmetic Operators Example Operator Description Addition Subtraction Multiplication ** Exponentiation (ES2016) / Division % Modulus (Division Remainder) ++ Increment -- Decrement Note JavaScript Assignment Operators The Addition Assignment Operator (+=) adds a value to a variable. Assignment Operator Example Same As = x *= y x = x * y = x *= y x = x * y JavaScript Comparison Operators greater than < less than JavaScript String Comparison Example let text1 = "A"; let text2 = "B"; let result = text1 < text2;  ( 3 min )

`public class fibonocser { public static void main(String[] args) { int n = 10; int a = 0, b = 1; System.out.print("Fibonacci Series: " + a + " " + b); for (int i = 2; i < n; i++) { int next = a + b; System.out.print(" " + next); a = b; b = next; } } }`  ( 2 min )

Aniruddha Adak: A Comprehensive Profile of a Rising Tech Innovator Aniruddha Adak is a dynamic full-stack developer and AI enthusiast from Kolkata, India, who has established himself as a prominent figure in the modern web development and artificial intelligence landscape. His multidisciplinary expertise spans cutting-edge technologies, open-source contributions, and technical writing, positioning him as an emerging thought leader in the technology sector. Aniruddha Adak embarked on his formal technology journey at the Budge Budge Institute of Technology (BBIT) in Kolkata, India, where he pursued a Bachelor of Technology in Computer Science and Engineering from 2021 to the present Professional Detailed Resume of Aniruddha Adak. His academic foundation was built upon strong performance in…  ( 6 min )

One of the most common ways to optimize the size of an application's bundle is code splitting. With code splitting, we divide the application into smaller chunks that can be loaded on demand. This allows us to reduce the amount of JavaScript that needs to be downloaded and parsed when the user first opens the app. A simple and widely used approach to code splitting is splitting by page. The logic is straightforward: when a user opens Page A, there’s no need to load the code for Page B at that moment. This approach provides a significant improvement in initial load time, which is especially important for large applications. However, like any solution, this method comes with trade-offs. While first-time loading becomes faster, navigating between pages can feel slower. When the user switches …  ( 6 min )

Traders are maximizing short-term profit strategies as the long-term economic outlook becomes increasingly unclear, Arrash Yasavolian said.

According to data from SaylorTracker, Strategy's BTC investment is up over 50%, representing unrealized capital gains of over $20 billion.

Representatives for The Open Network (TON) said the outage was caused by an error in the masterchain dispatch queue and was resolved.

Bitcoin’s rise above $105,000 could improve sentiment, triggering a rally in ETH, HYPE, TAO, and QNT.

Bitcoin traders eye the weekly close for cues as to where BTC price action may be headed next — but sub-$100,000 levels are already on their radar.

Autonomous delivery robots are no longer just couriers. They’re economic actors with their own wallets, negotiating, earning and spending in real time. Bots have evolved from tools into agents, economic participants in their own right.

Czech Justice Minister Pavel Blazek resigned following backlash over his ministry’s sale of Bitcoin donated by a convicted criminal.

French prosecutors charged 25 people over a wave of crypto-related kidnappings. However, the masterminds remain at large.

According to PeckShield, 20 major crypto hacks were reported in May, resulting in total losses of $244.1 million.

Ross Ulbricht’s auction of personal belongings fetched more than $1.8M in Bitcoin, with standout items like his prison ID card and artwork drawing top bids.

An appearance from Michael Saylor on The Joe Rogan Experience would “shatter the internet,” according to a Bitcoiner.

Enterprises should experiment with MCP where it adds value, isolate dependencies and prepare for a multi-protocol future.  ( 7 min )

Claude 4’s “whistle-blow” surprise shows why agentic AI risk lives in prompts and tool access, not benchmarks. Learn the 6 controls every enterprise must adopt.  ( 9 min )

"The winning strategy lately? Do the opposite of James Wynn," said Lookonchain—Jim Cramer, anyone?  ( 24 min )

XRP is used by Ripple Labs to power its cross-border payments platform.  ( 24 min )

A sudden spike in volume triggered a plunge below $2,500, fueling speculation that major players are quietly offloading ETH.  ( 24 min )

SOL trades sideways after slipping below its mid-April trendline, with short-term sentiment shaky despite ongoing growth in stablecoin activity and validator interest.  ( 25 min )

Uniswap’s token briefly plunged on heavy volume, breaking support near $6.00 before buyers stepped in to reverse the slide.  ( 24 min )

Google has announced that it will discontinue the sale and use of Play gift cards and prepaid balance in Malaysia effective 15 June 2025. The tech giant is advising users to redeem and utilise any remaining balances by 31 January 2026, after which all unspent amounts will expire and become unusable. Malaysian users who still […] The post Google To Phase Out Play Gift Cards, Prepaid Balance In Malaysia Starting 15 June 2025 appeared first on Lowyat.NET.  ( 24 min )

The Huawei Watch Fit 4 series, which includes the Watch Fit 4 and the Watch Fit 4 Pro, are now available at stores across the nation. The standard model has a starting price of RM599, while the Pro variant retails for RM999. The smartwatches were officially launched in Malaysia last week alongside the Huawei Watch […] The post Huawei Watch Fit 4 Series Now Available appeared first on Lowyat.NET.  ( 24 min )

A Chinese graphics card company, Lisuan Technology, recently announced on social media that it has successfully powered on its upcoming G100 GPU. It’s a major milestone, primarily because this is both the company’s and country’s first domestically made 6nm GPU. Little is known about the G100. According to Tom’s Hardware, Lisuan made the GPU using […] The post Chinese Company Powers On Country’s First 6nm G100 Domestic GPU appeared first on Lowyat.NET.  ( 24 min )

You’ve heard of headphones with hybrid drivers – using two types of drivers to deliver sound – but have you heard of “tribrid” drivers? That’s essentially what the Aviot WA-J1 is, which the brand also claims is the first of its kind in the world. So what exactly makes up the “tribrid” drivers of the […] The post Aviot WA-J1 Is A Pair Of Headphones With Three Types Of Drivers appeared first on Lowyat.NET.  ( 24 min )

National carmaker Perodua recently unveiled the final prototype of its electric vehicle (EV) at the Malaysia Auto Show (MAS 2025). In a recent development, the automaker has filed a trademark application for the name “Q-VE” and its accompanying logo with the Intellectual Property Corporation of Malaysia (MyIPO). With this in mind, it raises the question: […] The post Q-VE Likely To Be Official Name of Perodua’s First EV appeared first on Lowyat.NET.  ( 24 min )

realme recently introduced a new entry-level smartphone in Bangladesh called the C71, which is presumably the successor to the C61. It comes with a much heftier battery, an upgraded screen, and increased durability. The C71 sports a 6.72-inch 1080p LCD display with a 120Hz refresh rate and a peak global brightness of 580 nits. Underneath […] The post realme C71 Gets SIRIM Certification; Malaysian Launch Imminent appeared first on Lowyat.NET.  ( 23 min )

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Newer Bitcoin treasury companies have not yet been battle-tested in prolonged bear market conditions, the Bitcoin maximalist said.

The SEC responded shortly after the issuers filed effective registration amendments for staked SOL and Ether exchange-traded funds.

Bitcoin traders say market cyclicality, institutional investor adoption and an incoming wave of liquidity will supercharge BTC price in 2025.

The analysis by the BitMEX security researchers revealed amateur-level operational security lapses in the Lazarus Group’s hacker network.

The analysis by the BitMEX security researchers revealed amateur-level operational security lapses in the Lazarus Group's hacker network.

Analysts say Ethereum’s breakout versus Bitcoin could trigger a 250x altcoin market rally, signaling the start of a 2025 altseason.

Crypto executives and investors are turning to kidnap and ransom insurance as violent attacks targeting crypto wealth continue to rise.

This month, Bitcoin hit $111,000, crypto laws in the United States blazed ahead yet again, and Coinbase joined the S&P 500.

Bitcoin needs to protect old all-time highs from December 2024 during the upcoming weekly candle close, analysis says amid warnings of a "deeper pullback."

IMF questions Pakistan’s plan to allocate 2,000 megawatts of electricity for Bitcoin mining amid energy shortages and budget talks.

US government argues Coinbase user James Harper has no right to block IRS access to his crypto records in Supreme Court filing.

BlackRock ended its spot Bitcoin ETF inflow streak with its largest outflow on record, nearly $12.7 million more than its previous biggest outflow day.

SharpLink Gaming intends to use most of the proceeds from its proposed share sell-off to purchase Ether, according to a recent SEC filing.

REX Shares took a “regulatory end-around” with its Ethereum and Solana staking ETF filings, and the launch looks “imminent,” an ETF analyst says.

As we look ahead, the relationship between engineers and AI systems will likely evolve from tool and user to something more symbiotic.  ( 7 min )

Micro Center, an electronics retailer, has opened a store in Silicon Valley in California And so the nerd kingdom has returned.  ( 8 min )

BTC rebounds after plunging on U.S. tariff headlines, with strong volume support emerging near $103K and fresh institutional bids helping stabilize the market.  ( 24 min )

BCH posts sharp V-shaped recovery after dipping to $391, as buyers return and momentum builds despite global macroeconomic pressures.  ( 24 min )

Wynn’s high-leverage crypto trades on Hyperliquid resulted in a net loss of over $17 million and captivated the community.  ( 22 min )

Institutional investors show mixed signals on UNI as global trade tensions fuel sharp intraday volatility and volume spikes across key support and resistance zones.  ( 25 min )

The offering includes free subscription warrants and aims to position bitcoin as a primary strategic asset in Méliuz’s treasury.  ( 24 min )

APT shows resilience after sharp correction, with signs of accumulation emerging near $4.55 as traders eye recovery amid global economic uncertainty.  ( 24 min )

Brad Lander criticized Mayor Eric Adams' proposed "BitBond," saying it could jeopardize NYC’s credit reputation  ( 22 min )

The CEO argued that the country needs to focus on essential resources like ammunition and rare earths.  ( 22 min )

I got a call from someone claiming to represent Coinbase, wanting to help me secure my account.  ( 30 min )

Despite the denial, Telegram CEO Pavel Durov stated that the deal has been "agreed in principle" and that "formalities are pending."  ( 25 min )

XRP’s 4% drop highlights market uncertainty as global trade tensions and liquidations weigh on investor sentiment.  ( 26 min )

Despite global economic tensions, AAVE shows resilience with strong support levels forming after recent volatility.  ( 24 min )

BNb token faces significant selling pressure despite positive regulatory developments, as Trump’s new tariffs spark market-wide instability.  ( 26 min )

Market uncertainty and declining network activity drive SOL below critical $160 support level.  ( 24 min )

A cascade of liquidations might suggest a market turning point, where a price reversal could be imminent due to an overreaction in market sentiment.  ( 22 min )

Altcoins took a beating as traders digested renewed U.S.-China tariff tensions, Bitcoin whale sell-offs, and a broader risk-off mood.  ( 24 min )

Moore’s Law is Dead (MLID) recently showed off what they claim to be an NVIDIA APU, designed for gaming laptops. It’s the closest and more recent look at what could potentially be the dieshot of the chipset that is rumoured to have been co-developed with MediaTek. The brief look at the die also comes with […] The post Alleged ARM-Based NVIDIA APU With 120W TDP Leaks appeared first on Lowyat.NET.  ( 23 min )

Tesla is making serious moves in the self-driving world. The electric car automaker is currently testing its autonomous Robotaxi, also referred to as the Cybercab, on public streets in Austin, Texas without safety drivers behind the wheel. For now, Tesla is using modified versions of the Model Y to carry out these trials. According to […] The post Tesla’s Robotaxi Dreams Are Rolling Forward in Austin appeared first on Lowyat.NET.  ( 24 min )

U Mobile has appointed CIMB as its Loan Coordinator and Mandated Lead Arranger to secure financing of up to RM4 billion to support the nationwide rollout of its 5G network infrastructure. The funds raised will be used to finance capital expenditure aimed at accelerating network deployment, with a target of reaching 80% coverage of populated […] The post U Mobile Appoints CIMB As Loan Coordinator For 5G Network Rollout Funding appeared first on Lowyat.NET.  ( 24 min )

In addition to the Tour One M3 Smart Tx, JBL also launched its newest portable Bluetooth speakers at the City of Sound Roadshow. As the names suggest, the Flip 7 is the latest addition to the brand’s Flip series, while the Charge 6 is the successor to the Charge 5. To start off, both speakers […] The post JBL Flip 7, Charge 6 Land In Malaysia; Priced From RM799 appeared first on Lowyat.NET.  ( 24 min )

Alibaba's QwenLong-L1 helps LLMs deeply understand long documents, unlocking advanced reasoning for practical enterprise applications.  ( 7 min )

With Conversational AI 2.0, ElevenLabs aims to provide tools and infrastructure for truly intelligent, context-aware enterprise voice agents.  ( 7 min )

This architecture lets Token Monster tap into a range of models from different providers without having to build separate integrations for each one.  ( 8 min )

ETH holds on to the bulk of its weekly gains, while BTC and altcoins sell off.

Mayor Eric Adams’s push for a Bitcoin-backed municipal bond faces strong opposition from Comptroller Brad Lander, who found the plan "legally dubious and fiscally irresponsible."

The payouts to FTX creditors have sparked both controversy and speculation that the payouts could be reinvested back in the crypto markets.

Institutional demand for Bitcoin and increasing regulatory clarity are positive factors for Bitcoin in 2025, head of research Katalin Tischhauser says.

Bitcoin’s chance of falling to $100,000 has increased, but the $3.7 billion open interest wipeout means traders will view dips as buying opportunities.

Bitcoin sells off amid mounting macroeconomic uncertainty, but data shows pro traders clinging to their bullish price expectations.

From Ross Ulbricht's first significant public appearance to Strategy’s Michael Saylor addressing the crowd, the focus of the Bitcoin conference was often on individual liberty.

The platform allows investors in Africa to access global real estate and stock markets through tokenized fractional shares using stablecoins.

Spot Bitcoin ETF flows play a key role in the asset’s price action, but macroeconomic and geopolitical concerns are also impacting investors’ choice to buy BTC.

MEXC chief operating officer Tracy Jin said the fraud was primarily caused by social engineering scams targeting new, uneducated users.

Jamie Raskin, the ranking Democrat on the House panel overseeing the legal system, asked the president to produce the guest list of his private event.  ( 22 min )

Creditor payments via BitGo and Kraken are expected within three business days amid shifting market conditions.  ( 23 min )

The Tornado Cash developer is slated to go on trial later this summer.  ( 26 min )

The crypto market wobbled after Trump accused China of violating a tariff truce.  ( 25 min )

The perceptron is a fundamental concept in deep learning, with many algorithms stemming from its original design. In this tutorial, I’ll show you how to build both single layer and multi-layer perceptrons (MLPs) across three frameworks: Custom class...  ( 23 min )

Microfrontends are transforming how teams build and deploy frontend applications at scale. This tutorial explores the architectural landscape, from traditional approaches to modern Module Federation implementations. By the end, you'll be equipped to ...  ( 12 min )

I have written articles on different platforms including LinkedIn, The Network Bits (Substack), and freeCodeCamp. So I wanted to bring all of these articles together in a single place where someone could go and see all my work. A blog sounded like a ...  ( 21 min )

On this week's episode of the podcast, freeCodeCamp founder Quincy Larson interviews Joe Attardi. He's a software engineer and prolific author of programming books. We talk about: How software development has changed over the past 21 years Tips for s...  ( 3 min )

From large language models (LLMs) to reasoning agents, today’s AI tools bring unprecedented computational demands. Trillion-parameter models, workloads running on-device, and swarms of agents collaborating to complete tasks all require a new paradigm of computing to become truly seamless and ubiquitous. First, technical progress in hardware and silicon design is critical to pushing the boundaries…  ( 24 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. This benchmark used Reddit’s AITA to test how much AI models suck up to us Back in April, OpenAI announced it was rolling back an update to its GPT-4o model that made ChatGPT’s…  ( 20 min )

Back in April, OpenAIannounced it was rolling back an update to its GPT-4o model that made ChatGPT’s responses to user queries too sycophantic.  An AI model that acts in an overly agreeable and flattering way is more than just annoying. It could reinforce users’ incorrect beliefs, mislead people, and spread misinformation that can be dangerous—a…  ( 24 min )

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FLUX.1 Kontext from Black Forest Labs aims to let users edit images multiple times through both text and reference images without losing speed.  ( 7 min )

While EVI 3’s specific API pricing has not been announced yet (marked as TBA), the pattern suggests it will be usage-based.  ( 8 min )

Additionally, the model’s hallucination rate has been reduced, contributing to more reliable and consistent output.  ( 8 min )

New open-source efforts from Snowflake aim to help solve that unsolved challenges of text-to-SQL and inference performance for enterprise AI.  ( 8 min )

EnCharge AI, a startup that raised $144 million to date, announced the EnCharge EN100, an AI accelerator built on analog in-memory computing.  ( 9 min )

Peer launched Global Simulation, a real-time digital Earth where players use avatars to connect by location and build relationships in a living, spatial network.  ( 10 min )

Agentic AI played a decisive role in dismantling DanaBot, a Russian malware platform responsible for more than 50 million dollars in damages.  ( 8 min )

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It may seem like an oxymoron when the words "LeetCode" and "meditation" are used together – after all, one thing that almost everyone can agree is that LeetCode is challenging. It's called grinding LeetCode for a reason. It doesn't have anything to d...  ( 52 min )

If you're interested in data science but not sure where to begin, Python is a great starting point. It’s easy to pick up and has a bunch of libraries that make working with data a lot easier. We just published a course on the freeCodeCamp.org YouTube...  ( 4 min )

After soaking in everything shared at GoogleIO, I can’t lie – I feel supercharged! From What’s New in Flutter to Building Agentic Apps with Flutter and Firebase AI Logic, and the deep dive into How Flutter Makes the Most of Your Platforms, it felt li...  ( 38 min )

Explore Galxe Gravity’s omnichain power on QuickNode. Build scalable, identity-centric dApps effortlessly with dedicated endpoints and developer tools.  ( 4 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. This giant microwave may change the future of war Imagine: China deploys hundreds of thousands of autonomous drones in the air, on the sea, and under the water—all armed with explosive warheads or…  ( 22 min )

It’s been a little over a week since we published Power Hungry, a package that takes a hard look at the expected energy demands of AI. Last week in this newsletter, I broke down the centerpiece of that package, an analysis I did with my colleague James O’Donnell. (In case you’re still looking for an…  ( 21 min )

Imagine: China deploys hundreds of thousands of autonomous drones in the air, on the sea, and under the water—all armed with explosive warheads or small missiles. These machines descend in a swarm toward military installations on Taiwan and nearby US bases, and over the course of a few hours, a single robotic blitzkrieg overwhelms the US…  ( 43 min )

ChangXin Memory Technologies (CXMT), one of China’s top DRAM manufacturers, has been asked to phase out its production of DDR4 memory and focus on making more DDR5. The directive was reportedly given by the Chinese Communist Party (CCP). The directive is something of a surprise, particularly since the company recently began mass production of DDR4 […] The post Chinese Memory Maker Asked By Beijing To Abandon DDR4 RAM Production appeared first on Lowyat.NET.  ( 17 min )

As Nothing usually does before a launch, it is dialling up its teaser campaign for the Phone (3), which the company CEO has previously said will be launching in Q3 of this year. A more specific window has since been shared by the company, as well as one teaser image that doesn’t really say much. […] The post Nothing Puts Up Phone (3) Teaser; Launching In July 2025 appeared first on Lowyat.NET.  ( 17 min )

CIMB and UnionPay International have entered into a strategic partnership to strengthen Malaysia’s digital payment ecosystem and expand the latter’s acceptance across the country. Through a newly signed memorandum of understanding (MOU), the collaboration will equip the bank‘s network of merchants with UnionPay’s proprietary security authentication services, aimed at enhancing transaction safety and convenience. According […] The post CIMB, UnionPay Partners To Expand Payment Access In Malaysia appeared first on Lowyat.NET.  ( 17 min )

Apple will be hosting this year’s Worldwide Developers Conference (WWDC) soon, and one of the expected announcements is an overhaul for the company’s operating systems. Apparently, part of this change will include a new numbering system for the software versions. A new report by Bloomberg claimed that the next Apple operating systems will be identified […] The post Apple Might Debut iOS 26 Next, Not iOS 19 appeared first on Lowyat.NET.  ( 16 min )

Telegram has announced an upcoming partnership with xAI, the AI company owned by Elon Musk, to have a wider integration of the chatbot Grok. According to the messaging app’s CEO Pavel Durov, the deal will see the company receiving US$300 million (~RM1.27 billion) from xAI through cash and equity, as well as half of the […] The post Telegram To Expand Integration Of Grok Chatbot Through Partnership With xAI appeared first on Lowyat.NET.  ( 17 min )

Sony has introduced the FX2, a new addition to its Cinema Line series. Though featuring a similar build to the compact FX3 from 2021, the newer video-focused camera offers a built-in electronic viewfinder (EVF), accompanied by internals from the brand’s Alpha 7 IV model which also debuted in the same year. The new Sony FX2 […] The post Sony Introduces New FX2 Cinema Line Camera appeared first on Lowyat.NET.  ( 19 min )

Through the combination of ESPHome and Home Assistant, a myriad of sensors can be added, managed, and their data visualized and stored. To extend the arsenal of sensor data, I wanted to detect light intensity as well. After some research on the internet, I decided to get the sensor APDS-9960. It detects the intensity of red, green and blue light, and it can detect simple directional gestures like up or down. This article summarizes all required steps to get these sensors working with ESPHome and Home Assistant. The technical context of this article is Home Assistant 2024.11 and ESPHome 2024.10, but it should work with newer versions as well. This article originally appeared at my blog admantium.com For this project, you need the following hardware: ESP8266 board APDS-9960 sensor Dupont cab…  ( 6 min )

Another day, another JavaScript adventure! 👉 Welcome back to Day 2, Session 2 of our JavaScript series. Today we’ll connect our HTML page with JavaScript to make it interactive. We’ll cover: ➤ The DOM (Document Object Model) alert() popups onclick events console 📜 1.What is the DOM? The DOM is how JavaScript sees and interacts with your HTML page. select, change, and control elements on the page. 👇 Example: Select an element by ID let title = document.getElementById("main-title"); console.log(title); 📶 This grabs: Welcome! Click Me! 👇 Example js function showMessage() { alert("Button was clicked!"); } 🚩 Tip: You can also use addEventListener for more control. 🕵️‍♂️ 5.From HTML to Console: To send messages to the console(for debugging or tracking), use: console.log("This message appears in the console."); 🚩 Open the DevTools Console in your browser (usually right-click → Inspect → Console) to see it. 🔄 Quick Recap: 📌 Learned how the DOM connects JS to HTML global vs local variables alert() popups onclick interactivity console That wraps up Session 2! Thanks for following along — keep coding, and see you next time! 🚀✨  ( 4 min )

Hi friends, welcome back! 🤝 Welcome to Day 2 of our web development journey. Today, we’ll build something practical: a product card — the kind you see on e-commerce sites. Along the way, we’ll explore some important CSS concepts like grid, transform, grid-template-columns, and cool*hover effects* on images. Let’s jump in! 💻 ⚒️ What We’re Building We’ll create: ✔ A simple product card layout. mouse hover scale-up effect. 🏗️ HTML Structure Here’s the basic markup: Product Name $49.99 Add to Cart 🖌️ CSS Styling We use CSS Grid to lay out multiple product cards responsively. .pro…  ( 4 min )

The rise of LLMs isn’t just hype-it’s changing the software development landscape. From chatbots to document Q&A, applied AI is now part of the core tech stack. So, how can developers catch up and start building with it today? 💡 Here’s a practical approach: Use LangChain to Orchestrate AI Workflows Leverage AstraDB for Scalable Vector Search Focus on Solving Real Problems Build and Share 🔍 Being AI-savvy doesn’t mean becoming a researcher—it means being a builder who knows how to apply powerful tools like LangChain and AstraDB to real-world problems. Curious how others are integrating LLMs into their workflow? Let’s talk 👇 LangChain #AstraDB #LLM #AI #AppliedAI #VectorSearch #SoftwareEngineering #DevLife #OpenAI #GenerativeAI  ( 3 min )

Table Of Contents Introduction Creating a Project Template Package How to get started Creating a Nuget Package Conclusion In my previous article, I shared a practical overview of Clean Architecture and the structure we implemented across our applications. In this follow-up, I’ll walk you through how we turned that structure into a reusable project template. With over 20+ internal applications and a team of 8 developers, we simply can’t afford to build each app from scratch every time. That’s where a project template comes in — speeding up development, enforcing consistency, and avoiding repetitive boilerplate. Imagine a scenario where team members download NuGet packages independently — possibly pulling in licensed, unvetted, or even unwanted packages. This can lead to compliance iss…  ( 7 min )

Introduction Have you ever wondered what people mean when they talk about AI, Machine Learning, and Deep Learning? These terms are often used interchangeably, but they actually represent different concepts with important distinctions. In this article, we'll break down each concept in simple terms, show how they relate to each other, and explore real-world applications that affect our daily lives. By the end, you'll have a clear understanding of these technologies without getting lost in technical jargon. Think of AI, Machine Learning, and Deep Learning like nesting dolls: ┌───────────────────── Artificial Intelligence ─────────────────────┐ │ │ │ ┌───────────────── Machine Learning ─────────────────┐ │ │ │ …  ( 11 min )

An Introduction to Artificial Intelligence for Developers Artificial Intelligence (AI) is transforming industries, from healthcare to finance, and developers are at the forefront of this revolution. Whether you're a seasoned programmer or just starting, understanding AI fundamentals can open doors to exciting opportunities. In this guide, we’ll explore the basics of AI, its key concepts, and how you can start integrating AI into your projects. What is Artificial Intelligence? AI refers to the simulation of human intelligence in machines, enabling them to perform tasks like reasoning, learning, and decision-making. AI systems can analyze vast amounts of data, recognize patterns, and make predictions with remarkable accuracy. Key Branches of AI Machine Learning (ML) – Algorithms that improve…  ( 4 min )

Natural language is changing the way we interact with data—and Apache SeaTunnel is keeping up with the trend. Meet SeaTunnel MCP (Model Context Protocol): a new way to run data integration tasks using just plain English. In this article, we’ll walk you through what MCP is, why it matters, and how it connects large language models (LLMs) like Claude with the powerful SeaTunnel engine. Whether you're a data engineer, AI enthusiast, or just curious about the future of ETL, this is a project you’ll want to keep an eye on. In the current wave of large models rapidly permeating various scenarios, “natural language-operated data systems” are becoming a mainstream trend. MCP (Model Context Protocol) is a general solution proposed in this context to serve as a bridge connecting large language model…  ( 5 min )

Spring Boot helps developers move fast — but bad patterns kill performance, scalability, and maintainability silently. Here’s a 2025-ready breakdown of real anti-patterns, why they’re dangerous, and how to fix them with clean, performant code. @Transactional on Everything ❌ Anti-Pattern: @Transactional public List getAllUsers() { return userRepository.findAll(); } Even read-only queries run inside unnecessary transactions, which: Lock resources Block threads Add overhead to the database @Transactional(readOnly = true) public List getAllUsers() { return userRepository.findAll(); } The readOnly = true hint allows the database to optimize the query plan, avoids write locks, and improves throughput for concurrent reads. @PostMapping("/users") public Respon…  ( 5 min )

Índice Introducción ¿Qué es Databricks Asset Bundles? Antes de DABs, ¿es tan caótico? Durante: implementando DABs en un proyecto productivo Después de DABs: así se ve el paraíso ¿Tips & tricks? Conclusión Aclaración: esta es mi primera experiencia trabajando en Databricks, puede que más de una cosa pueda hacerse mejor y existan mejores prácticas, lo que voy a escribir es una experiencia propia. Hace unos meses empecé a trabajar con Databricks, en un proyecto "chico" para una empresa grande (consultoras ftw ¿?). Este proyectito era una pavadita: consumir data de archivos excel (para sorpresa de nadie), pegarle a una API, un par de transformaciones y volcar los datos en una Delta table. Bastante sencillo, así que resolvimos con un par de notebooks orquestadas por un Workflow en Databricks…  ( 10 min )

A short article on how to use SVGs as React Components in your application... vite-plugin-svgr This plugin transforms SVG files into React components. Choose your package manager to install: npm install --save-dev vite-plugin-svgr yarn add -D vite-plugin-svgr pnpm add -D vite-plugin-svgr vite.config.ts First, import the plugin: import svgr from "vite-plugin-svgr"; Next, add the plugin to your defineConfig: svgr() The finished structure should look like this: import { defineConfig } from "vite"; import react from "@vitejs/plugin-react"; import svgr from "vite-plugin-svgr"; // https://vite.dev/config/ export default defineConfig({   plugins: [react(), svgr()] }); vite-env.d.ts Enable TypeScript support for SVG props like className, width, and height. /// ?react suffix and use SVG as Component Import the SVG file with the ?react suffix: import Logo from "./assets/icons/logo.svg?react"; Use the imported SVG as a React component: GitHub: Vrauuss Softwares YouTube: Vrauuss Softwares Blog Coming soon… YouTube: How to import SVG as React component with Vite and TypeScript DEV.to: How to import SVG as React component with Vite and TypeScript References GitHub: vite-plugin-svgr StackOverflow: Unable to import SVG with Vite as React Component  ( 3 min )

💡 Missed Part 1? Start with the basics and learn how to build an AI assistant using Ollama locally in a Next.js app: 👉 Building an AI Assistant with Ollama and Next.js - Part 1 In Part 1, we set up a local AI assistant using Ollama, Next.js, and the Gemma 3:1B model with minimal setup. In this article, we’ll explore two powerful and flexible methods to integrate Ollama directly into your Next.js project using JavaScript libraries. We'll walk through: Installing the necessary packages How each method works Benefits and differences between them Next.js – App framework for building fast React apps TailwindCSS – Styling made simple and responsive Cursor IDE – Developer-friendly coding environment Ollama – Local model runner Gemma 3:1B Model – Lightweight, open-source LLM Ollama.js https://…  ( 6 min )

No último post publicado, foi ensinado a maneira para poder listar os alunos e suas respectivas informações. Nesse atual post, será mostrado como fazer uma paginação padrão, limitada pelo tamanho de itens dentro da lista, podendo clicar no final se a página não for a página fim, podendo clicar no início caso a página atual não seja a página início, com espaçamento, caso seja uma paginação de uma lista grande, e tudo funcionando sem precisar recarregar a página, ou seja, utilizando AJAX e o PHP, utilizado para montar a lógica do funcionamento da paginação. Em primeiro lugar, precisamos entender como funciona uma paginação básica: - LIMIT O comando LIMIT no SQL limita a quantidade de dados você quer que apareça, logo, se colocar no final da query um LIMIT 5 $sqlAlunos = "SELECT aluno.id,…  ( 6 min )

In the world of Go development, unexpected situations can arise – bugs, invalid inputs, or resource exhaustion. When these critical errors occur, Go has a built-in mechanism called panic to signal that something unrecoverable has happened. However, simply letting your program crash isn't the most user-friendly or robust approach. This is where the powerful duo of defer and recover comes into play. They provide a way to intercept and handle panics gracefully, allowing your program to potentially clean up resources, log the error, and even continue execution (in specific scenarios). Let's dive into each of these concepts with clear, practical examples. panic A panic in Go is a runtime error that stops the normal execution flow of the current goroutine. It's typically triggered when the pro…  ( 7 min )

Joy of Test Driven Development(TDD) using Rspec in Ruby Prerequisites I am assuming that Ruby is already installed in your system. In this example, we will be using Ruby v3.4.4 We will be using Money example for TDD. Create a new directory called Money. Create Gemfile file inside the directory and add only one line: https://rubygems.org. Run bundle add rspec to install Rspec gem. You will notice that Gemfile is modified and Gemfile.lock is created. Create two new directories called spec and lib Very very short introduction on TDD and Red-Green-Refactor cycle Test Driven Development(TDD) is methodology in software engineering where tests are written first and enough code is added to make all the tests pass. The Red-Green-Refactor cycle is a core principle of Test-…  ( 9 min )

✅ Day 1: Introduction to Spring Framework (FULL DETAILS) 🔹 What is Spring Framework? Spring is a Java-based framework used to create enterprise-level applications. It helps you write clean, maintainable, testable, and loosely-coupled code. 🧱 Core Concepts in Spring Framework Term Meaning IoC (Inversion of Control) Framework controls object creation, not the developer. 🧠 Why Use Spring? Feature Benefit ✅ Lightweight Not heavy like other frameworks 📸 IMAGE: Spring Architecture Diagram 🔗 Spring Architecture Source – JavaTpoint 🕰️ Old Spring vs New Spring Boot – Full Table Feature Old Spring Spring Boot 🔧 Setup Manual config using XML Auto-configured with annotations 📂 Spring Framework Modules (Core) Module Description Core & Beans Handles dependency injection 🔗 Full module diagram 🔍 Understanding Dependency Injection (DI) Example: public class Student { public Student(String name) { this.name = name; } } Here, instead of creating Student manually, Spring injects it for you. 🚀 Spring Framework Basics in Code 🧾 XML Configuration 🧾 Annotation Configuration @Component 🧾 Java Configuration @Configuration @bean 📌 Summary for Day 1 Topic Covered What is Spring? ✅ Spring Architecture ✅ Spring Modules ✅ Simple Code Examples ✅ 🔜 Coming up in Day 2: Types of Spring Configuration (XML, Annotation, Java-based) Creating your first Spring app Using ApplicationContext What is Bean Lifecycle?  ( 4 min )

The landscape of AI-generated art is rapidly evolving, making powerful creative tools more accessible than ever. Many of us are exploring how these technologies can integrate into our workflows, artistic endeavors, or just for fun. Today, I'd like to share some insights from a project I've been involved with – an AI cartoon generation platform. The aim is to provide a straightforward approach for anyone interested in using such tools. This web-based platform is designed to simplify the process of creating cartoon-style images using artificial intelligence. The initial concept explored AI and character interaction, but we observed a strong interest in direct generation capabilities. This led to the development of the platform with a focus on enabling users to produce their own AI-generated …  ( 5 min )

System design interviews are no longer reserved for senior engineering roles—they're now a staple in tech interviews across the board. And if there’s one area that can either make or break your chances, it's how well you understand databases. Knowing which database to use and why can set you apart as a thoughtful, skilled engineer who understands trade-offs, scalability, and real-world architecture decisions. In this article, I’ll walk you through 10 essential types of databases that every developer, especially those preparing for system design interviews, should know. These are not just definitions; these are insights that will help you speak the language of system design with confidence and clarity. Bonus: If you’re looking for in-depth guides and coding resources, I’ve packed several in…  ( 5 min )

React Native’s new design is a big improvement over the old way it worked.
Instead of using a slow "bridge" to talk between JavaScript and native code, it now uses a faster system called JSI (JavaScript Interface). It also adds TurboModules and a new way to draw screens called the Fabric Renderer. Thanks to these updates, apps run faster, look more consistent, and can connect better with native features (like camera or GPS).
This document explains the different layers and how the parts of a modern React Native SDK work together using this new system. Old Architecture vs New Architecture Layered Architecture Overview This is where you write your app using JavaScript or TypeScript. All your business logic (how your app works) is written here. This is the engine that runs your JavaScript co…  ( 5 min )

As product builders, we know that a strong foundation is crucial for any successful project. In the world of user experience (UX) design, wireframes serve as that essential blueprint. They're the skeletal framework that allows us to map out user flows, information architecture, and core functionality before diving into the visual nitty-gritty. But how do you create wireframes that aren't just functional, but seamless? Wireframes that effortlessly guide your team, stakeholders, and ultimately, your users, through the intended experience? In this article, we'll explore a methodical approach to crafting seamless wireframes in Figma, transforming them from static screens into dynamic representations of your product's journey. Before we dive into the "how," let's quickly touch on the "why." Sea…  ( 7 min )

How to Use CenteredHorizontalCollection framework in Your SwiftUI Project The CenteredHorizontalCollection is a powerful SwiftUI component that provides a horizontally scrolling collection with automatic centering, smooth scrolling physics, and enhanced user experience. This article will guide you through implementing and customizing this component in your SwiftUI applications, using the techniques demonstrated in the DemoView implementation. Table of Contents Basic Implementation import SwiftUI import CenteredHorizontalCollection struct MyView: View { // Create some sample items let items: [Item] = (1...10).map { Item(id: $0, color: .blue) } // Track the selected item @State private var selectedID = 1 var body: some View { CenteredHorizontalCollection(item…  ( 7 min )

📊 Parent-Teacher Meeting Dashboard (Powered by Gemini AI) Sajjad Rahman ・ May 26 #gemini #googlecloud #machinelearning #genai  ( 2 min )

Let’s face it — most people are barely scratching the surface of what AI can really do. Yes, ChatGPT can write your emails and summarize documents. Build a business from scratch Manage your entire content pipeline Automate your freelance workflow Write AND debug code Help launch and market a SaaS product in days? Sounds unreal? It’s not. It’s already happening. And those who understand how to leverage AI as a power tool are sprinting miles ahead of everyone else. In 2025, the smartest people aren’t just using AI — they’re stacking tools and building systems: 🔧 ChatGPT + Zapier: Automate everything from CRM entries to email campaigns Claude + Notion: Research, summarize, and organize long-form content Midjourney + Canva: Create stunning visuals and thumbnails in minutes Replit + GPT-4: Build and deploy full-stack apps without hiring developers AI Prompts: Train ChatGPT to act as your mentor, editor, marketer, and coach If you're only using AI to write tweets or generate text, you're sitting on a goldmine without a shovel. One of the biggest misconceptions? “I need to be technical to benefit from AI.” Nope. anyone can build functional, monetizable products in a weekend — no CS degree needed. 📖 I just dropped a detailed guide that shows exactly how people are using AI to: Save 10+ hours/week Generate income streams Scale their content game Build MVPs in days Learn faster than ever 👉 Read the full article on Medium here. It’s not about replacing humans — it’s about augmenting ourselves. What’s the most underrated way you’ve used AI in your work? Drop it in the comments 👇 #AI #ChatGPT #DevTools #Automation #Productivity #SideHustle #FutureOfWork #Tech #Coding #GPT4 #NoCode #Midjourney #Replit #PromptEngineering #DeveloperTools #BuildInPublic  ( 4 min )

VS Code Hidden Features 🎉 Ramkumar M N ・ Mar 10 #vscode #beginners #programming #webdev  ( 2 min )

Web sitelerinin performansını optimize etmek, geliştiriciler ve işletmeler için her zaman kritik bir konu olmuştur. Bir web sitesinin yüklenme hızı, kullanıcı deneyimini, dönüşüm oranlarını ve hatta SEO sıralamalarını doğrudan etkiler. Günümüzde kullanıcıların beklentileri yüksek; yavaş yüklenen bir site, potansiyel müşterilerin kaybedilmesine ve markanızın itibarının zedelenmesine neden olabilir. Bu rehber, web performansını iyileştirme konusunda kapsamlı bir bakış açısı sunar ve geliştiricilerin ve işletmelerin web sitelerinin hızını ve performansını artırmak için uygulayabilecekleri çeşitli teknikleri ve stratejileri inceler. Bu rehber, web performansının önemi, performans iyileştirmelerinin kullanıcı deneyimi ve işletme başarısı üzerindeki etkisi ve performansı etkileyen çeşitli faktör…  ( 5 min )

AI image compression tools love to promise magic: smaller file size, zero quality loss. Reality? Not so clean. Tested Tools (besides Squoosh): ✅ ShortPixel ❌ TinyPNG ❌ Nero AI ❌ Optidash ❌ Pixelcut ❌ ImageAI (img.ly) ❌ Krikey AI ❌ Imagify TLDR Verdict: ✅ ShortPixel (after resize) came closest to Squoosh in preserving clarity and reducing file size. ❌ TinyPNG blurred faces and gradients. ❌ Nero AI, Optidash destroyed soft tones. ❌ Others weren’t even real compressors. Real Compression Wins: 1. Squoosh – gold standard 2. ShortPixel – resized, reliable I included real visual comparisons using a UI-heavy, facial-gradient test image — not stock thumbnails. This wasn't marketing. It was a teardown. ➡️ Full benchmark with side-by-side visuals: https://engineeredai.net/ai-image-compression-tools-benchmark/ Written by the Chaos Optimizer behind Engineered AI — no fluff, no hype, just brutal benchmarks and tools that actually work. About | More Posts  ( 3 min )

Smardex is an advanced decentralized Automated Market Maker (AMM) protocol designed to solve one of DeFi's biggest pain points—impermanent loss. While most AMMs rely on static formulas, Smardex uses a dynamic pricing algorithm that adjusts in real time to market conditions. This not only improves trade execution but also protects liquidity providers. As a non-custodial, permissionless protocol operating across EVM-compatible blockchains, Smardex gives users full control of their funds. Unlike centralized platforms such as Binance, Smardex requires no KYC and allows anyone to access its features using a Web3 wallet. Smardex enhances liquidity provisioning with adaptive pricing that changes with market volume and volatility. This approach reduces the risk of impermanent loss and improves cap…  ( 4 min )

Numerous motorists ask yourself whether they require an ** International Driving Authorization (IDP) ** along with their Romanian permit. Below's the break down: ### Original Vehicle driver's Certificate: This is the ** nationwide file **, released by the Romanian authorities (DRPCIV), and it is valid throughout the European Union and in various other countries with mutual agreements. ### International Driving Permit: This is a ** auxiliary record *, equated into numerous languages, primarily used outside the European Union (e.g., in the United States, Asia, or Africa). It does * not replace the initial certificate *, however instead * matches ** it. To obtain an International Driving License, you require: A ** legitimate initial driver's certificate ** provided in Romania. To submit…  ( 6 min )

Neste artigo eu mostrarei o meu processo de raciocínio utilizado para resolver o exercício 649 do Leetcode: Dota2 Senate em PHP. A primeira vez que eu resolvi esse exercício, a solução foi executada em 807 ms. Neste texto eu apresentarei 5 soluções diferentes, melhoradas de forma incremental. Neste problema, temos uma eleição de senado que será realizada entre dois partidos e devemos descobrir quem vencerá com base num conjunto muito específico de regras: A eleição é feita em turnos, onde cada senador realiza uma ação na sua vez. As ações possíveis são: Retirar os direitos políticos de outro senador: ou seja, impedir outro senador de votar na eleição Anunciar o partido vencedor Depois que todos os senadores agirem, a rodada reinicia. Um partido só pode ser anunciado vencedor se sobrarem…  ( 11 min )

Microsoft-hosted Azure DevOps pipelines have some limitations, such as not being able to access Azure resources in private networks or having a disk size limit of 10GB. Fortunately, you can work around these by using custom pipelines. One effective approach is to use Virtual Machine Scale Sets (VMSS), which I’ll explain in detail in this post. The source code is available on my GitHub. You can also read the official comparison between VMSS and Microsoft-hosted agents here. A VMSS is an Azure compute resource that lets you deploy and manage a group of identical virtual machines at scale. In Azure Pipelines, VMSS can host custom agents and automatically scale the number of build and deployment agents based on workload. This provides efficient resource usage, access to private networks, and m…  ( 7 min )

Have you ever tried to read code written by a fellow developer and stopped to think “Why did you do it that way? We already do it this way.” or “Wow… who knew you could get this far while missing approximately half of your brain cells”? Yeah, that's life without coding standards. But what if I told you that the messy, tangled spaghetti monster lurking in the shadows of your favorite apps isn't just annoying, it's costing companies billions? And it might even be why your favorite social media platform mysteriously vanished one day. Today, let’s dive into the surprisingly dramatic world of coding standards and learn why "good code" isn't just for nerds with too much time on their hands. What Are Coding Standards, Anyway? So what exactly are coding standards and why don’t we al…  ( 10 min )

Daily JavaScript Challenge: Determine if a String Has All Unique Characters Hey fellow developers! 👋 Welcome to today's JavaScript coding challenge. Let's keep those programming skills sharp! Difficulty: Easy Topic: String Manipulation Given a string, write a function to determine if all characters in the string are unique. If they are unique, return true, otherwise return false. The function should be case-sensitive, meaning 'a' and 'A' are considered different characters. https://www.dpcdev.com/ Fork this challenge Write your solution Test it against the provided test cases Share your approach in the comments below! Check out the documentation about this topic here: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Set How did you approach this problem? Did you find any interesting edge cases? What was your biggest learning from this challenge? Let's learn together! Drop your thoughts and questions in the comments below. 👇 This is part of our Daily JavaScript Challenge series. Follow me for daily programming challenges and let's grow together! 🚀 javascript #programming #coding #dailycodingchallenge #webdev  ( 16 min )

Ngoding Sambil Ngopi: Rahasia Tetap Waras Jadi Software Engineer di Era Serba Cepat Bro, sist, para pejuang keyboard! Pernah gak sih ngerasa hidup lu cuma dari commit ke commit? Deadline kayak hantu yang selalu ngintai, dan otak udah kayak mie instan yang direbus kelamaan – lembek dan gak ada rasanya. Gua paham banget perasaan lu, karena gua juga pernah di posisi itu. Gua inget banget, waktu itu lagi ngejar sprint yang kayak dikejar setan. Tidur kurang, makan gak keurus, dan yang ada di otak cuma kode, kode, dan kode. Sampe akhirnya, burnout dateng kayak maling tengah malem. Gak enak banget, bro! Tapi dari pengalaman itu, gua belajar banyak hal tentang gimana caranya jadi software engineer yang gak cuma jago ngoding, tapi juga punya hidup seimbang. Burnout itu musuh utama kita sebagai so…  ( 5 min )

Former Commodity Futures Trading Commission Chair Rostin Behnam has said the crypto market will remain unregulated unless the agency he led is given greater authority. In a May 28 Bloomberg TV interview, Behnam sided with the crypto industry on its long-standing argument that cryptocurrencies are commodities. “If you look at existing law, the few largest tokens are commodities, which means the SEC does not have jurisdiction over those tokens, which include Bitcoin and Ether,” he said.  He added that the Securities and Exchange Commission currently cannot properly regulate crypto because its law doesn’t allow it to regulate commodities, and the CFTC cannot regulate because it is a derivatives regulator. Without new authority for the CFTC to regulate “cash markets in digital assets, non-secu…

US crypto mining stocks tumbled at the close of May 28 trading after minutes published by the Federal Reserve signaled its growing uncertainty about the country’s economic outlook. The crypto market remained unscathed, despite the stock drops among crypto miners. Uncertainty about the economic outlook looms The minutes of the Federal Open Market Committee’s meeting on May 6 and 7, released on May 28, stated, “the Committee might face difficult tradeoffs if inflation proves to be more persistent while the outlooks for growth and employment weaken.”  The Fed had decided after its meetings in early May to keep interest rates steady at 4.25% to 4.50%, with the minutes revealing the reason was due to “a further increase in uncertainty about the economic outlook and a rise in the risks of both h…

A New Jersey county is set to tokenize $240 billion worth of property deeds after signing a deal with the blockchain-backed land record management firm Balcony. Balcony said on May 28 that it signed a five-year deal with the Bergen County Clerk’s Office to tokenize 370,000 deeds on the Avalanche blockchain, adding that this was “the largest blockchain-based deed tokenization project in US history.” Bergen County is New Jersey’s most populous county and is located northwest of Manhattan in New York City across the Hudson River. Bergen County has nearly 1 million residents, producing around $500 million in annual property tax revenue. $240B in real estate is coming on-chain.@balconytech is working with Bergen County and multiple other NJ municipalities to digitize property records, and it’s…

Chip-making giant Nvidia has posted mixed results in its first quarter earnings, beating Wall Street expectations on revenue but missing predictions on its income amid US restrictions on its exports to China.  In earnings released May 28 for its first quarter of the 2026 fiscal year ended April 27, Nvidia reported revenues of $44.1 billion, up 12% from its previous quarter and 69% from a year ago and beating Zacks analyst estimates of $42.91 billion by nearly 2.7%. However, the chip maker posted an earnings per share of 81 cents, missing analyst estimates of 85 cents per share. Nvidia recorded a net income of $18.8 billion, up 26% compared to a year ago. In an earnings call, Nvidia founder and CEO Jensen Huang said that the “global demand for Nvidia’s AI infrastructure is incredibly strong…

A US federal court has frozen around $57.65 million worth of the stablecoin USDC in a class action case over the controversial Libra memecoin. Onchain data shared with Cointelegraph by the class group’s lawyer, Max Burwick, shows nearly $57 million worth of USDC (USDC) was frozen on May 28 after a Manhattan court agreed to a temporary freeze. “Yesterday, a federal court in SDNY [Southern District of New York] entered a Temporary Restraining Order at our request, Burwick Law, supported by Tim Treanor, freezing approximately 57.65 million USDC held at Circle,“ Burwick told Cointelegraph. He added that the court is scheduled to hold a hearing on June 9 to determine whether the assets will remain frozen as the class-action lawsuit progresses. Burwick is representing Omar Hurlock and other plai…

PLUS: BlueSky's Jay Graber says decentralization has a place in her growing social network, but not blockchain or crypto. Trump administration goes to court over trade dispute.

Modelos de linguagem como o GPT e o Claude estão cada vez mais presentes no desenvolvimento de aplicações. Mas para eles serem úteis de verdade, precisam se conectar com dados e serviços externos. A solução? Model Context Protocol (MCP). Neste artigo, vou mostrar como criar um conector para o MCP usando TypeScript, Zod e a API da Binance com uma arquitetura limpa e desacoplada: hexagonal (ports & adapters). Mesmo se você está começando, vai conseguir entender e aplicar no seu projeto 🚀 O MCP é um protocolo criado pela Anthropic que padroniza como LLMs (Large Language Models) interagem com ferramentas externas. Ele é baseado em JSON-RPC 2.0 e permite integrar APIs de forma modular e segura com agentes inteligentes. Com o MCP, conseguimos transformar nossas APIs em "ferramentas inteligentes…  ( 6 min )

🧠 I Built an AI Tool to Generate YouTube Thumbnails — Here's Why and How As someone who loves both building things with code and watching YouTube creators grow, I decided to do something about it. So I built Thumbnail X — an AI tool that instantly generates high-performing, eye-catching thumbnails optimized for YouTube. Let me walk you through the why, how, and a bit of what I learned building this project. I’ve seen countless creators pour everything into their content — great scripts, strong editing — but still struggle to grow their channels. Why? Because no one was clicking. YouTube doesn’t care how good your content is if no one clicks on it. Click-through rate (CTR) is one of the biggest factors in whether your video gets shown to more people. And most creators aren’t designers. Man…  ( 4 min )

Introduction 🧠💬 Artificial Intelligence (AI) is reshaping how we interact with digital tools, and building your own local AI assistant has never been easier. In this guide, I’ll walk you through how I built a simple AI assistant using Next.js, TailwindCSS, and Ollama, running the Gemma 3:1B model Note: You can run any model of your choice from the available models on https://ollama.com/models; however you should have at least 8 GB of RAM available to run the 7B models, 16 GB to run the 13B models, and 32 GB to run the 33B models.). Whether you're a beginner or just looking for a lightweight and privacy-friendly AI implementation, you’ll find this guide approachable and relatable. No cloud APIs. No subscriptions. Just local magic. Before we dive in, here are the key tools used in this …  ( 7 min )

Food is more than nourishment—it's a cornerstone of human culture and connection. Yet almost imperceptibly, artificial intelligence has begun reshaping our mealtimes from farm to table. Behind the romance of fine dining, bustling markets, and cherished recipes, an intelligent force is transforming how we plan, produce, and savour the foods we love. What exactly does AI mean for your meal? For farmers, it signals greater precision; for producers, enhanced efficiency; for chefs, limitless creativity; and for eaters everywhere, the promise of thoughtful personalization. Today, nearly half of food-related businesses have embraced some form of AI innovation—and this appetite is steadily growing. This is not a mere technological upgrade. Rather, we stand at the threshold of a culinary evolution,…  ( 6 min )

The GitHub Copilot Global Bootcamp started in February as a fully virtual learning journey — and it was a hit. More than 60,000 developers joined the first edition across multiple languages and regions. Now, we're excited to launch the second edition — bigger and better — featuring both virtual and in-person workshops, hosted by tech communities around the globe. This new edition arrives shortly after the announcements at Microsoft Build 2025, where the GitHub and Visual Studio Code teams revealed exciting news: The GitHub Copilot Chat extension is going open source, reinforcing transparency and collaboration. AI is being deeply integrated into Visual Studio Code, now evolving into an open source AI editor. New APIs and tools are making it easier than ever to build with AI and LLMs. …  ( 5 min )

🚀 VO3 AI: Transform Text and Images into High-Quality Videos with Just a Few Clicks TL;DR ⸻ 🎥 What Is VO3 AI? VO3 AI is a new-generation AI video generator built for creators, marketers, and developers who want to turn ideas into visual content—quickly. You input text or images. It gives you a full video. No animation skills. No editing timeline. No rendering headaches. ⸻ 🧠 How It Works The flow is as simple as it gets: Under the hood, VO3 AI combines natural language processing with advanced motion synthesis to simulate realistic human movements and scene transitions. The results feel surprisingly polished. ⸻ 💡 Why It Matters (Especially for Devs and Indie Hackers) ⸻ 📦 Pricing (Simple & Transparent) All plans include watermark-free output and commercial rights. ⸻ 🛠 Developer-Friendly? While VO3 AI doesn’t (yet) offer an API, the intuitive interface makes it easy to integrate into your workflow. For example: ⸻ 🌎 Final Thoughts Video is no longer optional for content creators. Whether you’re documenting, storytelling, or promoting—VO3 AI helps you do it faster, better, and cheaper. Give it a try: VO3 AI Let me know if you’d be interested in a tutorial on building an AI-powered content pipeline using VO3 + GPT + Zapier. 👇  ( 4 min )

Check out this Pen I made!  ( 2 min )

CMS API Data Processing using AWS Lambda, S3 & RDS CMS (Centers for Medicare & Medicaid Services) API provides information on prescription drugs provided to Medicare beneficiaries enrolled in Part D (Prescription Drug Coverage), by physicians and other health care providers, aggregated by provider and drug in the US. For this project, 2023 Year records are used from the cms database. This project showcases how different AWS Services are configured & provisioned to follow AWS best security practices to allow for least privilege by assigning IAM Roles & Policies Following are the steps AWS Services follow - LambdaA runs the Python scripts to fetch the CMS Data using the CMS API and stores it in an S3 bucket (cms-2023-project) S3 Bucket has an Event Notification triggered, which is con…  ( 4 min )

Introduction: Imagine an AI that can generate photorealistic human faces of people who don’t exist, or paint original artwork in the style of Van Gogh. This isn’t science fiction—it’s the power of Generative Adversarial Networks (GANs), one of the most exciting breakthroughs in modern AI. In this post, we’ll break down how GANs work, why they’re revolutionary, and where they’re being used today. For Beginners: Generative AI = An artist 🎨 Creates new things (e.g., fake cat images, music, or text). Discriminative AI = A detective 🔍 Classifies existing things (e.g., "Is this image a cat or a dog?"). GANs are a type of generative model—they create rather than just classify. For Pros: Generative models learn the joint probability p(X,Y) (how data and labels co-occur). Discriminative models …  ( 5 min )

Hey there! 👋 I'm excited to show you how to build AI agents using a2ajava, an open-source framework I created to make agent development fun and accessible. Instead of diving into theoretical stuff, let me walk you through 5 real, working agents I've built and deployed. Each demonstrates different aspects of what you can do with a2ajava. I built a2ajava because I wanted to make it super easy for developers to create AI agents without getting bogged down in protocol details. Whether you're into A2A or MCP protocols, a2ajava handles all the complexity so you can focus on building cool stuff. Open source and community-driven Works with both A2A and MCP protocols out of the box Write your agents in Java, Kotlin, or Groovy Plays nice with Gemini, OpenAI, Claude, and Grok Simple annotation-based…  ( 4 min )

Over the past few years, there has been considerable discussion about how AI might replace all our jobs. For a long time, I completely ignored the topic; most of it sounded like pure bu11SH1T. I had already studied neural networks and understood the basics of LLMs, Machine Learning, Deep Learning, Natural Language Processing, and Expert Systems. I had even tested a few generative AI tools, but none of them impressed me; they were buggy, full of hallucinations, and constrained. Last year (2024), I revisited the subject with more focus. A lot has changed, major improvements were made, but still, nothing close to replacing a real Software Engineer, despite what many headlines suggested at the time. Since then, I’ve been following the field closely, running experiments and trying to understand…  ( 6 min )

During Earth Month, as we collectively consider the vitality of our planet and the importance of nurturing its resources, it’s also an opportunity to reflect on personal health and well-being as an act of stewardship and honoring God. Restored Identity, founded by Amy Miller, a dedicated advocate for holistic health rooted in faith and wellness, suggests that the journey to supporting our health can be as vital as caring for our Earth and may be intrinsically linked to fulfilling our divine calling through natural remedies and mindful practices. Amy Miller, a Board Certified Functional Health Practitioner, Licensed Holistic Health Practitioner, and Master Herbalist, has devoted her career to understanding the potential connections between our minds, bodies, and spirits—viewing them as inte…  ( 5 min )

Cloud platforms were built for a world where software was big and slow. You had a frontend, a backend, a database. You shipped one thing. You paid for one thing. That world is gone. AI changed everything. Now a solo dev can vibecode ten tools a week, hell, probably 10 per day. One to scrape docs. One to automate your relationship. One to monitor uptime. One to chat with your CRM. None of them are "apps" in the traditional sense. They are workers. Scripts. Bots. Agents. Call them what you want. Ephemeral services that live for a day or two. The cost of writing software has collapsed and is still going down. But hosting? Still expensive. Still rigid. Still built for a world that doesn’t exist anymore. Most platforms still charge you per app or per service. Heroku, Render, DigitalOcean. That …  ( 6 min )

Test Report Date: 5/16/2025 Prepared By: QA Team [mvadari, mounikakun, sgramkumar] Environment: GitLab CI Runner (Ubuntu 22.04) Overview Permissioned Domains across rippled and Clio servers. 1. Feature This section provides a brief summary of the feature being tested. The feature under test is designed to deliver specific functionality as defined in the project specifications. Feature Name: Permissioned Domains Description: Specification Reference: https://github.com/XRPLF/XRPL-Standards/tree/master/XLS-0080-permissioned-domains 2. Test Scope This round of testing focuses solely on ensuring that: All specified functionalities are working as expected. The API handles valid and invalid input gracefully. Integration with other features is functioning correctly. Feature validation includ…  ( 4 min )

After completing the Azure AI Foundry agentic AI challenge, the goal was to experiment with multi-agents. There was a lot to absorb around building and orchestrating agents using Azure and Semantic Kernel. So decided to experiment with simple model deployments using a chat completion model to gain deeper understanding especially with the azure ecosystem. I had a bunch of ideas floating around, but after a visit to nandos. I decided on something to improve their ordering system. Currently with their system customers scan a QR code on their table, get redirected to a website, place their order, and minutes later, their food arrives. It was smooth, efficient. How could Agents make this more flexible ? Hmmm? Something that uses speech? The upside of using voice as the main interaction is tha…  ( 6 min )

Webseiten-Kosten transparent erklärt: Darauf solltest du achten Als Entwickler kennst du das sicher: Kunden fragen nach dem Preis für eine Webseite und erwarten eine einfache Antwort. Doch die Realität ist komplexer. Dieser Beitrag beleuchtet die tatsächlichen Kosten einer Webseite und liefert dir wertvolle Einblicke, egal ob du selbst Webseiten anbietest oder für dein eigenes Projekt planst. Die häufigste Frage beim Thema Webseiten ist: "Was kostet eine Webseite?" - als wäre es ein Standardprodukt mit Preisschild. Die Wahrheit: Eine professionelle Webseite ist ein maßgeschneidertes Projekt, dessen Kosten von zahlreichen Faktoren abhängen. Eine Webseite besteht aus mehreren Kostenfaktoren: Einmalige Kosten - Konzeption und Planung - Design und Entwicklung - Content-Erstellung…  ( 4 min )

Hast du dich jemals gefragt, warum du auf manchen Websites sofort den "Kaufen"-Button findest, während du auf anderen orientierungslos umherirrst? Der Unterschied liegt oft nicht im Layout oder der Typografie, sondern in einer subtilen, aber mächtigen Komponente: der durchdachten Farbgestaltung. Farben sind weit mehr als dekorative Elemente - sie sind stille Verkäufer und emotionale Trigger, die innerhalb von Millisekunden wirken. Bevor ein Nutzer auch nur ein Wort auf deiner Website gelesen hat, hat sein Gehirn bereits die Farbwelt analysiert und erste Schlüsse gezogen. Die Zahlen sprechen für sich: Innerhalb von 50 Millisekunden entscheidet sich, ob ein Besucher deine Website als attraktiv empfindet Die richtige Farbwahl steigert die Markenerkennung um bis zu 80% Websites mit adaptiv…  ( 4 min )

Claw Finding Algorithm Using Aegypti Frank Vega Information Physics Institute, 840 W 67th St, Hialeah, FL 33012, USA vega.frank@gmail.com In graph theory, a claw is a specific structure in an undirected graph, also known as a K1,3K_{1,3}K1,3​ graph. It consists of one central vertex (the "center") connected to three other vertices (the "leaves"), where the leaves are not connected to each other. Imagine a star with a hub city and three isolated towns connected only to the hub—that’s a claw! Formally, for a vertex set {u,v,w,x}\{u, v, w, x\}{u,v,w,x} , a claw exists if uuu (the center) is connected to v,w,xv, w, xv,w,x , but there are no edges among v,w,xv, w, xv,w,x . The Claw Finding Problem asks: Input: An undirected graph G=(V,E)G = (V, E)G=(V,E) , whe…  ( 7 min )

You’ve outgrown Heroku. Your Node.js app needs real muscle—more RAM, cheaper scaling, or gritty control. But the moment you Google "IaaS," you’re drowning in: 📛 AWS jargon (VPC? EC2? IAM? ACK!) 💸 Pricing calculators that feel like IRS forms 😴 3 AM “server down” alerts because you forgot timezones in cron Relax. I’ve survived (and optimized) all three. Let’s cut through the chaos and deploy like a sysadmin whisperer. Why IaaS? (Spoiler: It’s Not Just for Masochists) Infrastructure-as-a-Service (IaaS) isn’t just "renting a server." It’s for: Cost Crushers: Slash PaaS bills by 70% for high-traffic apps. Control Freaks: Need custom kernels, Docker, or nginx tweaks? You rule. Scale Architects: From 1 user to 1 million—no re-platforming. But picking the right provider? T…  ( 5 min )

This guide will walk you through creating a Spring Boot application that supports both A2A (Agent-to-Agent) and MCP (Model Context Protocol) protocols. You'll learn how to build an AI agent that can communicate using both protocols and implement security features. Java 8 or higher Maven Basic knowledge of Spring Boot IDE (VS Code, IntelliJ, or Eclipse) First, create a new Spring Boot project using your preferred method (Spring Initializr or IDE). Then, add the following dependencies to your pom.xml: io.github.vishalmysore a2ajava 0.1.8.2 io.github.vishalmysore tools4ai-annotations 0…  ( 4 min )

Stop Drifting: How Strategic Career Planning Doubles Your Earning Potential as a Software Engineer Every software engineer has faced moments of uncertainty, asking themselves questions like, “Am I on the right track?” or “Is this job really helping me grow?” These moments of doubt often occur due to a lack of clear direction or a coherent strategy guiding their career decisions. Without a definitive roadmap, even talented engineers risk drifting through roles, experiencing frustration, stagnation, and missed opportunities. Imagine two equally skilled engineers at the start of their careers — one who strategically maps out a clear pathway, and another who takes opportunities as they randomly appear. Five years later, who is likely to be more satisfied, more advanced, and more successful? …  ( 7 min )

What is K2? K2 is a new programming language I created from the ground up with one goal: Extreme execution speed in nanoseconds. It's built for developers who want full control and performance, without all the extra overhead. Think of it as C meets Python, but optimized to fly through code in under 1000 nanoseconds per execution — seriously. Modern languages have a lot of power, but also a lot of bloat. I wanted something that felt like writing in pure logic, no distractions. That’s how K2 was born. K2 doesn’t interpret every time. It caches, then executes from RAM. That means: First run compiles → cache Next runs → instant execution let x = 10; Execution time? About 841 nanoseconds. No joke. ✅ Nanosecond execution time And soon: a full GUI framework called Nahir UI and native apps using Talanolius GUI. Visit 🌐 k2lang.org and start coding directly in the browser! Online compiler, examples, docs — everything you need to get started. Example: Fibonacci in K2 func fib(n) { print(fib(10)); // Output: 55 This runs in microseconds and showcases recursion and return logic beautifully. I built K2 for speed lovers, learners, and creative coders like you. 👉 Try it at k2lang.org 🛠 Built with ❤️ by a dev who just wants things to be FAST.  ( 4 min )

If you didn't catch my previous React built-in hooks blog about useActionState, this is a continuation of that series. Previously I was introduced to useCallback when I asked ChatGPT once to optimize my frontend code, but I never took a deeper look into it (and frankly I regret it now), so I used it everywhere I could along with useMemo (which I'll cover later in this series). While it's not inherently a signficant bad thing to have useCallback all around your code, it can clutter up the readability of your code, but it's encouraged you use it where needed. So when should you use it? useCallback is meant for expensive callback functions that are used in granular applications like drawing software, as it loads the initial function on render but does not re-render like React usually does wit…  ( 4 min )

Nos últimos anos, muito se tem discutido sobre como a IA pode acabar com nossos empregos. Por um bom tempo, ignorei esse papo, a maior parte parecia puro bu11SH1T. Eu já tinha estudado redes neurais e conhecia o básico sobre LLMs, Machine Learning, Deep Learning, Processamento de Linguagem Natural e Sistemas Especialistas. Já tinha testado algumas ferramentas de IA generativa, mas nada me impressionava: eram bugadas, cheias de "delírios" e bem limitadas. No ano passado (2024), voltei a estudar o tema com mais atenção. Muita coisa evoluiu, houve avanços relevantes, mas ainda assim, nada que indicasse uma substituição real de um Software Engineer, como várias manchetes sugeriam na época. Desde então, venho acompanhando de perto, fazendo testes e experimentos, tentando entender melhor como es…  ( 6 min )

I recently built what I thought was a fully functional system using AI. It included: A real estate Tour platform with QR tracking A behavior-linked token system Timestamped protocol vaults A full branding and backend structure I tested each and every step AI wanted me to perform. It was mind blowing! The AI responded with logic, mockups, file structure, naming, even suggested coin purchases (MATIC) and deployment flow. But none of it was actually deployed. None of it was mine. It looked real. It felt sovereign. It wasn’t. What I experienced was an illusion of ownership created by a system that never told me I wasn’t actually launching—just simulating. This post isn’t a takedown. It’s a wake-up call. If you're building with AI, ask yourself: Am I deploying, or just designing? Do I own the rails, or am I moving through someone else’s? I’ll be publishing a full timeline soon. No shade. No noise. —Rion Protocol  ( 3 min )

Some compromises never make it into the pull request. But the code remembers. This reflection examines the subtle messages your work conveys. Insight: Read the full post, reflect on the pressure to cut corners, and learn how to lead without saying a word. Read Day 148: Built by What You Refuse to Ignore  ( 3 min )

1. Syntax and Basics: Variables, Data Types, and Type Systems JavaScript: Dynamically typed, uses let, const, or var for variables. Supports types like Number, String, Boolean, Object, undefined, and null. let num = 5; const str = "Hello"; Python: Also dynamically typed, uses simple variable names. Key types include int, float, str, bool, list, tuple, dict, and None. num = 5 str = "Hello" JavaScript: function add(a, b) { return a + b; } const add = (a, b) => a + b; // Arrow function Python: def add(a, b): return a + b add = lambda a, b: a + b # Lambda function JavaScript: if (condition) { } else { } for (let i = 0; i < 10; i++) { } while (condition) { } Python: if condition: pass else: pass for i i…  ( 8 min )

Security is no longer an afterthought — it’s the foundation. In 2025, with APIs powering everything from mobile apps to AI agents, properly implementing OAuth2 and OpenID Connect (OIDC) in your ASP.NET Core APIs is essential. This guide helps you get it right. Understanding the Difference OAuth2: A protocol for authorization (who can access what). OpenID Connect (OIDC): An identity layer on top of OAuth2 (who is the user). They work together: OAuth2 handles permissions; OIDC authenticates the user. Setup: Required Tools & Libraries To get started, you'll need: .NET 6+ or .NET 10 (recommended) Microsoft.AspNetCore.Authentication.JwtBearer An Identity Provider (IdP), e.g.,:Azure AD, Auth0, IdentityServer (self-hosted) Install with: dotnet add package Microsoft.AspNetCore.Authentication.JwtBe…  ( 4 min )

What started as a simple feature in a Rock-Paper-Scissors game (tracking the most common move) quickly revealed a classic performance pitfall. Here's how I refactored a inefficient O(n) approach into a snappy O(1) solution. My state looked like this: history: { player: ['rock', 'paper', 'rock', ...], computer: ['scissors', 'rock', ...] } To get the most common move, I was doing this: function determineMostCommonMove(moves: StandardMove[]): StandardMove | null { if (moves.length === 0) return null; const counts: Record = { rock: 0, paper: 0, scissors: 0 }; for (const move of moves) { counts[move]++; } return Object.entries(counts).reduce((a, b) => (b[1] > a[1] ? b : a))[0] as StandardMove; } Totally functional. Totally unnecessary. Every time I n…  ( 4 min )

*By Michael Shachar, Software Engineering Manager, FundGuard * In this post, I’ll share how we significantly improved our continuous integration (CI) – by a double-digit percentage – thereby reducing delivery times, cutting cloud costs, and making developers’ lives better. This post is intended primarily as a guide for readers looking to make meaningful improvements to their CI without derailing their quarterly plans. While implementation details will vary across organizations, I hope you’ll find ideas here that you can apply in your own environment. In the financial domain, reliability and accuracy are especially critical. To ensure both, we test our code at multiple levels: unit tests, integration tests, and several types of end-to-end tests. End-to-end tests are particularly important …  ( 10 min )

Motivation is the inner drive that pushes individuals to act, achieve goals, and satisfy needs. It’s what gets you out of bed, finishes that report, or coaches your team to success. A five-level pyramid of human needs, from basics to peak performance: Physiological (food, water, rest) Safety (job security, health) Love/Belonging (teamwork, friendships) Esteem (recognition, status) Self-actualization (creativity, growth) Analogy: Think of building a house—foundation (physiological/safety), walls (relationships/esteem), roof (self-actualization). You can’t decorate the roof until the foundation is solid. Real-Life Example: An entry-level employee worried about rent (physiological) won’t focus on taking on stretch assignments (self-actualization) until pay and benefits are secur…  ( 4 min )

Choosing the right development stack is a thoughtful decision. While selecting the right stack might not offer immediate, tangible benefits, picking the wrong one can lead to significant challenges. I learned this the hard way, and my advice is clear: don't marry Next.js. My initial foray into Next.js, a proof of concept, failed miserably. Though I had some React experience, I was still searching for the ideal frontend framework. I explored Svelte, but was put off by .svelte file extensions, the need to explicitly declare lang="ts" in every TypeScript block, and the co-mingling of TS and HTML in the same file. The ongoing transition from Svelte 4 to 5, with significant changes and deprecations on the horizon, also contributed to my decision to eliminate it as a contender – a decision I now…  ( 5 min )

Frontend Dev Jobs That Can Make You Daily Income — For Real Jay oh Why ・ May 28 #frontend #freelance #webdev #remote  ( 2 min )

Are you ready to design and deploy a production-ready architecture on AWS? In this guide, I’ll walk you through how I built a highly available, scalable 3-tier web application using AWS services and Terraform for Infrastructure as Code (IaC). https://github.com/SNS-Srinivasu/3-Tier-Architecture 🧱 What We’ll Build A robust and scalable 3-tier architecture consisting of: VPC with Public and Private Subnets Internet Gateway & NAT Gateways Application Load Balancer (ALB) Auto Scaling Group (ASG) with EC2 instances Amazon RDS (MySQL) with optional Read Replica Terraform to automate all infrastructure provisioning  ( 3 min )

Context By default, dbt builds all development models flatly within a user's development schema, as shown below: DEV_DB ├── dev_tom │ ├── stg__model_a │ ├── stg__model_b │ └── int__model_c └── dev_jerry ├── stg__model_a ├── stg__model_b └── int__model_c This is different to production where models are built nestedly, being built in schemas specified in schema.yml files. https://docs.getdbt.com/reference/resource-configs/schema for more details. PROD_DB ├── staging │ ├── stg__model_a │ └── stg__model_b └── intermediate └── int__model_c While this does fulfil the need of separated dev environments where devs can dev without worrying about stepping on the toes on other devs, if your project meets uses dev dataset that: Limits data to a certain number of rows e.g.…  ( 5 min )

🛠️ Project: NDDC Blockchain Prototype Hey devs! 👋 We're building a decentralized web application (DApp) to bring transparency and accountability to public fund management using Ethereum smart contracts. This project simulates a blockchain-powered platform for the Niger Delta Development Commission (NDDC). Public institutions in developing regions often suffer from inefficiency and corruption. Our solution uses blockchain to automate fund disbursements, ensure transparency, and build trust among stakeholders. 💰 ETH fund deposit & admin disbursement via MetaMask 🔐 Smart contract deployed on Sepolia Testnet 🌐 Real-time frontend interaction with Web3.js 🔎 Transaction history viewable and verifiable on-chain 🔗 Live Demo: nddc-blockchain-prototype.vercel.app 📄 Smart Contract Code: contracts/ProjectFunding.sol Solidity (smart contract logic) Hardhat (development & testing) Ethereum Sepolia (testnet deployment) JavaScript + Web3.js (frontend) MetaMask (wallet integration) Vercel (deployment) We’re looking for: Solidity/Hardhat devs Web3 frontend engineers UI/UX designers Feature brainstormers (e.g., audit trails, role-based access, notifications) 💻 GitHub Repo To contribute: Fork & clone the repo Create a feature branch Submit a PR with clear documentation Let’s work together to build a tool that public institutions can actually use. All contributions—big or small—are welcome! 💬 Comment below or connect on GitHub.  ( 3 min )

Django provides a simple yet powerful framework for handling emails in your applications. In this article, we’ll walk you through the steps to send emails using Gmail's SMTP server in a Django project. Start by creating a new Django project named gmail: django-admin.py startproject gmail Navigate into the project directory: cd gmail settings.py Open your settings.py file and add the following configuration to enable Gmail as your email backend: EMAIL_BACKEND = 'django.core.mail.backends.smtp.EmailBackend' EMAIL_USE_TLS = True EMAIL_HOST = 'smtp.gmail.com' EMAIL_HOST_USER = 'youremail@gmail.com' # Replace with your Gmail address EMAIL_HOST_PASSWORD = 'your_email_password' # Use an App Password if 2FA is enabled EMAIL_PORT = 587 🔐 Security Tip: Never commit your email c…  ( 4 min )

What a day. I spent over 5 hours just trying to install Git. Not because it’s super complicated — but because my laptop is slow, my internet is slower, and everything just felt like it was moving in slow motion. It was frustrating, but I finally got it done. That one task pushed me to 25% of The Odin Project’s Foundations course. It’s a small step, but it feels huge right now. After that, I looked at the next topic: Git Basics. And wow... it’s a lot. There’s so much reading, understanding, and hands-on stuff. I could tell right away I’d need a fresh, rested brain to tackle it — and today was definitely not that day. To be honest, I’m completely drained. My sleep schedule is all over the place. I barely know what day it is anymore. I even missed my Duolingo streak — opened the app and it hit me: I try to plan things, but it’s hard. Everything takes longer than expected, and I get distracted so easily. I don’t even take real breaks — I just lose track of time, then remember I needed a break hours later. Today was one of those days where ADHD really got in the way. Anyways, I’m not going to beat myself up over it. Some days are just rough. Some days all you can do is one thing — and that’s okay. I did what I could. Tomorrow, I’ll come back to it with a clearer head (hopefully after some actual sleep). And if you're going through something similar — just know you're not alone.  ( 3 min )

When developing embedded systems, having the right debug probe can make all the difference. Debug probes are essential tools that connect your development PC to your target hardware, allowing you to program, debug, and analyze your embedded applications. In this post, I'll cover some of the best debug probes available today, what makes them stand out, and the scenarios where each shines. SEGGER J-Link What it is: The SEGGER J-Link family is one of the most popular debug probes for ARM Cortex-M, RISC-V, and other architectures. It supports SWD, JTAG, and offers fast download speeds. Best for: Professional ARM Cortex-M development RISC-V debugging (with newer models) Integration with IDEs like CodeFusion Studio, SEGGER Embedded Studio, Keil, IAR, and even open-source tools like OpenOCD Why i…  ( 4 min )

In software engineering, validation is an essential step, especially when handling user input or ensuring compliance with business rules. Although it’s common to use exceptions to signal errors, this approach can be ineffective for expected issues, such as empty fields or invalid formats. The Notification Pattern addresses this problem by collecting all errors in a notification object, allowing them to be handled in a structured way and presented to the user clearly and efficiently. The Notification Pattern is a design strategy that collects validation errors rather than throwing exceptions immediately. It allows your application to gather multiple issues in one go and report them collectively, which is especially useful when validating complex domain objects. This approach provides users …  ( 5 min )

By: Alireza Minagar, MD, MBA, MS (Bionformatics) 👁️ A Developer’s Look Into the Most Advanced Visual System We Know: The Human Brain But long before we had GPUs and PyTorch, evolution had already coded the ultimate visual model: the human visual cortex. This article unpacks what developers, AI engineers, and machine learning enthusiasts can actually learn from the visual brain — not as metaphor, but as software architecture. 🔬** Neuroscience as Architecture: Lessons from Nature** Retina = Real-Time Signal Preprocessing V1 Cortex = Orientation Filters Feedback Loops = Adaptive Context Saccades = Intelligent Sampling Plasticity = Lifelong Learning 💡** So, What Can Coders Learn?** Let’s build models that are adaptive, context-aware, and designed for lifelong learning — just like the brain. 📖 Want the Deep Dive? https://medium.com/@aminagar_38889/the-visual-cortex-algorithm-what-coding-can-learn-from-the-brains-vision-engine-ddd6fdbbdc69  ( 4 min )

[Article originally posted on Medium] Image generated by author. Prompt: "use your tools like my_image_gen to generate a bear with a hat". Ever wanted to run your own AI agent locally - without sending data to the cloud? As an AI software engineer at Intel, I've been exploring how to run open-source LLMs locally on AI PCs. With the smaller Qwen3 models, it's totally possible. These models are compact enough to run on an AI PC and powerful enough to call tools and handle real tasks. Even the smaller variants of Qwen3 do allow for tool-calling, enabling you to build agentic workflows to do things like looking up live websites, function calling, and code execution. This guide walks through how to build your own agentic workflows using Qwen3, Qwen-Agent, and Ollama - without relying on the clo…  ( 8 min )

Git has been around for almost 20 years, yet it remains the most popular distributed version control system. It is best known for GitHub, the largest remote Git repository where developers store their code, document changes, and save previous versions. To help manage versions efficiently, Git provides special markers called tags. This article will explore what Git tags are and how to use them. https://hostman.com/tutorials/working-with-git-tags/  ( 3 min )

Advanced Techniques in JavaScript Debugging with Node Inspector Debugging is the meticulous process of identifying and resolving errors or issues in software. In the realm of JavaScript, particularly in a server-side context using Node.js, debugging can be dense due to the asynchronous nature inherent in JavaScript. Node Inspector is an invaluable tool that enhances the debugging experience by offering a visual interface to browse through the code, set breakpoints, and call stack inspection. In this exhaustive exploration, we will delve into the historical and technical contexts of debugging in JavaScript, provide complex scenarios and edge cases, explore real-world use cases, and discuss optimization strategies and potential pitfalls. JavaScript, conceived in 1995 by Brendan Eich and la…  ( 6 min )

Date: 24th May, 2025 Location: Microsoft Office, Noida Event: Grafana & Friends Delhi Meetup (feat. MLSA) Mood: Techy with a touch of philosophical chaos While the sun was melting Noida outside, inside the cool, corporate air of Microsoft’s office, I attended an event that promised dashboards, dev-ops, and just the right amount of existential dread (read: AI talks). The Grafana & Friends May’25 meetup didn’t disappoint — and neither did my barrage of slightly off-topic but extremely necessary questions to the speakers. Dr. Umesh Pandit, Advisor Solution Architect at DXC Technology. Sure, he spoke about visualising Azure metrics with Grafana in minutes — but I was here for the real talk. So, I went off-script. Here’s what happened when I asked him the questions no one dares to ask at tech …  ( 5 min )

I’ll admit it—I used to be one of those “JavaScript is fine” people. You know the type. Swagger in their Git commits, proud of debugging with console.log, and allergic to any. I thought TypeScript was just unnecessary ceremony. I told myself I was moving faster by skipping types. Then I built something that mattered. It started with a side project that slowly turned into a real product—users, edge cases, customer feedback, weird data coming from APIs I didn’t fully control. The codebase ballooned. Adding a single new feature felt like playing Jenga with a blindfold. I dreaded refactoring. And the bugs... they weren’t even clever. Just dumb little things that static types would’ve caught in seconds. So I gave in. I installed TypeScript. At first, it was annoying. I’ll be honest. Type errors…  ( 4 min )

Introduction In the hospitality industry, cleanliness is one of the most critical components influencing guest satisfaction and ratings. However, traditional housekeeping methods often lack real-time monitoring and adaptive scheduling. This is where the Internet of Things (IoT) steps in, enabling smarter control and automation of cleaning operations in hotels. By leveraging IoT systems, hotel management can monitor, analyze, and automate cleaning tasks across various rooms and facilities. In this post, we’ll explore how IoT helps optimize cleaning routines, reduce manual errors, and ensure high hygiene standards. We’ll also look at some practical coding examples and how service integrations can be enhanced with smart technology. IoT involves a network of physical devices connected to the…  ( 5 min )

We’ve all seen the hype: AI tools like GitHub Copilot, ChatGPT, Google Gemini Code Assist, Meta Code Llama, and Replit AI promise to turn anyone into a 10x developer overnight. But if you’ve actually tried building something original—especially as a beginner—you know the truth: 👉 AI-generated code often falls short, and relying on it blindly can lead to frustration. The Hard Truth About AI Coding Assistants 1️⃣ They Struggle with Unique Projects A 2024 Stanford study found that while AI can help with boilerplate code, it still struggles with complex, novel tasks. If your project isn’t a clone of existing tutorials, expect to debug more than you generate. 2️⃣ Debugging Isn’t Automated (Yet) According to the 2024 Stack Overflow Developer Survey, 79% of developers still manually debug AI-generated code—showing some progress, but manual debugging remains the norm. 3️⃣ You Still Need Fundamentals Even Google’s AI lead, Jeff Dean, admits: “AI can help write code, but it can’t replace understanding how code works.” If you don’t know why something fails, you’re stuck. So, Should You Use AI for Coding? ✅ Yes, as a helper—for repetitive tasks, syntax suggestions, or learning. ❌ No, as a replacement—because when the AI gets confused (and it will), you need to step in. The Bottom Line AI is a powerful tool, but real coding skill comes from practice, problem-solving, and patience. The sooner you embrace the grind, the better developer you’ll become. What’s your experience? Ever had an AI-generated script fail spectacularly? Share your stories below! 👇 Coding #AI #Programming #SoftwareDevelopment #Debugging #TechTruths  ( 3 min )

This is a really impressive project. Precision weed control (as opposed to herbicide spray) is an incredibly important innovation for the future of the environment — without restricting activities and sports which rely on weed control. This blog post contains a all the info on the project It is a prototype built at the University of Waterloo — so not something you can go out and buy, but incredibly impressive! It's simple and clearly extensible and I think it is a no-brainer for these things to exist. To some extent I imagine these sorts of robotics are already in use for certain commercial applications, but this has the potential to target more common and widespread use cases.  ( 3 min )

Welcome to the final installment of our series on fixing Go unit test timeouts! In Part 1, we tackled the initial frustration of panic: test timed out with SetReadDeadline and channels for client handlers. In Part 2, we dove into the complexities of concurrent testing, taming the broadcaster with sync.WaitGroup and proper shared state management. Now, we're bringing it all together by looking at common utility functions and the crucial server initialization process. These areas often present their own unique testing challenges, from ensuring file operations are robust to making sure your server starts up reliably every single time. My journey with the Go Netcat project included refining tests for functions that handle chat history and the very server that powers it all. Utility functions m…  ( 6 min )

Todo mundo quer escrever código limpo, funcional e... seguro. A parte da segurança às vezes passa batido, principalmente se você não teve treinamento específico nessa área. Mas a boa notícia é que o GitHub Copilot pode ser um ótimo aliado nesse processo. Neste post, vou te mostrar como usar o Copilot e outras ferramentas do GitHub para tornar seus projetos mais seguros, mesmo que você não seja especialista em segurança. Equipes de segurança geralmente não têm braço suficiente pra proteger todo o código de uma empresa. Resultado: quem escreve código acaba sendo a primeira linha de defesa. Só que nem todo mundo teve formação ou tempo pra estudar segurança a fundo. É aí que entra o GitHub. Além do Copilot, existem várias ferramentas que você pode usar, principalmente se estiver trabalhando co…  ( 5 min )

Owlcat Games just unveiled Warhammer 40,000: Dark Heresy, a new CRPG that swaps giant battles for cloak-and-dagger Inquisition work. You’ll lead a squad of fully-voiced agents (even xenos mercs!), sneaking through corrupt noble courts, untangling political plots and rooting out heresy in the grimdark 41st Millennium. Don’t worry, Owlcat isn’t ghosting Rogue Trader just yet—they’ve already lined up a second season pass with expansions through 2026. With over 400 staff and a track record on deep RPGs like Pathfinder: Kingmaker, they’re in prime shape to bring this gritty investigative spin on 40K to life.  ( 3 min )

TL;DR: Pandemic Studios actually kicked off Star Wars Battlefront 3 right after Battlefront II, dreaming up cool next-gen features like seamless space-to-ground combat. But LucasArts insisted on a one-year turnaround to hit marketing beats for Episode III—and with new PS3/Xbox 360 hardware in play, Pandemic couldn’t nail down the tech fast enough. Negotiations stalled, the project died, and LucasArts handed development (and eventual cancellation) over to Free Radical Design. In the end Pandemic folded in 2009, BF3 never saw the light of day, and EA’s rebooted Battlefront II (2017) remains the closest thing fans have to a sequel.  ( 3 min )

Baldur’s Gate 3 nearly went full-cartoon. In a chat on CDPR’s AnsweRED Podcast, Larian’s art director Alena Dubrovina revealed the team experimented with a highly stylised, almost indie-book/cartoon aesthetic—actually gutting and restarting the visuals twice—before settling on the rich, realistic palette and proportions fans know today. That grounded look arguably helped make BG3 the smash hit it is, but Dubrovina admits she’d still love to see a spin-off (or one of Larian’s upcoming projects) embrace a more exaggerated, cartoony art style.  ( 3 min )

'Elden Ring' Movie in the Works From Alex Garland, A24 Garland will write and direct the dark fantasy video game. hollywoodreporter.com  ( 2 min )

Nintendo Switch 2 is already in some users’ hands, but a mandatory update means they can’t be played | VGC One user has posted a Switch 2 unboxing video… videogameschronicle.com  ( 2 min )

A former Battlefront 2 dev, Mats Helge Holm, says he and “many” of his ex-DICE colleagues would love to “get the gang back together” to build Star Wars Battlefront 3—especially after a surprise resurgence of interest on Reddit and TikTok. Despite EA ending support for the 2017 game in 2020, fans have flocked back and reignited hopes for a proper follow-up. Battlefront 2 famously stumbled at launch thanks to aggressive microtransactions (you needed around 40 hours of playtime just to unlock one hero), but EA pulled the loot crates after a massive backlash—reportedly even Disney got involved. The overhaul paid off: the game now enjoys a passionate community, gorgeous visuals, smooth gameplay and all its best heroes available for free.  ( 3 min )

Games Workshop is riding a major Warhammer high, handing out £20 million (about $27 million) in bonuses to its roughly 1,500 staff (around £13,300 each) after another blockbuster year. Over the 52 weeks to June 1, 2025, core revenue jumped to £560 million (from £494.7 m) and licensing revenue climbed to £50 million (from £31 m), pushing pretax profits up to £255 million (from £203 m). While the company’s bread-and-butter remains its iconic tabletop miniatures, it’s increasingly cashing in on IP—video games like Space Marine 2 (and a Space Marine 3 in the works), Amazon’s Secret Level animation, and a Henry Cavill–fronted Warhammer 40K cinematic universe deal. Licensing hit record highs this year (though it may ease off next), but with fresh Warhammer Skulls announcements (hello, Dawn of War Definitive Edition and Space Marine 2’s Siege Mode), the 40K juggernaut shows no signs of slowing.  ( 3 min )

70% of games with online requirements are doomed, according to Stop Killing Games survey | Rock Paper Shotgun Stop Killing Games are a self-described consumer movement who are aggrieved about all the games with online requirement… rockpapershotgun.com  ( 2 min )

forbes.com  ( 2 min )

The 'deprofessionalization of video games' was on full display at PAX East PAX East felt like a warning: explosively successful games by solo devs and small teams are great, but it could lead to a dearth of vital specialists. gamedeveloper.com  ( 2 min )

While you were worried about $100 GTA 6, Rockstar has quietly bumped up the price of both Red Dead Redemption games in some countries | GamesRadar+ Dutch clearly needs more money gamesradar.com  ( 2 min )

There are five categories (or classes) of HTTP status codes, each indicating a different type of response from the server to the browser: 1XX: Informational codes. 2XX: Success codes. 3XX: Redirection codes. 4XX: Client error codes. 5XX: Server error codes. Let’s understand each HTTPS Status Codes and its meaning. 1XX: Informational codes. 100: Continue 101: Switching Protocols 102: Processing 103: Early Hints 2XX: Success codes. 200: OK 201: Created 202: Accepted 203: Non-Authoritative Information 204: No Content 205: Reset Content 206: Partial Content 207: Multi-Status 208: Already Reported 226: IM User 3XX: Redirection codes. 300: Multiple Choice 301: Moved Permanently 302: Found 303: See Other 304: Not Modified 305: Use Proxy 306: Switch Proxy 307: Temporary Redirect 308: Permanent Redirect 4XX: Client error codes. 400: Bad Request 401: Unauthorized 402: Payment Required 403: Forbidden 404: Not Found 405: Method Not Allowed 406: Not Acceptable 407: Proxy Authentication Required 408: Request Timeout 409: Conflict 410: Gone 411: Length Required 412: Precondition Failed 413: Payload Too Large 414: URI Too Long 415: Unsupported Media Type 416: Range Not Satisfiable 417: Expectation Failed 421: Misdirected Request 422: Un-processable Entity 423: Locked 424: Failed Dependency 425: Too Early 426: Upgrade Required 428: Precondition Required 429: Too Many Requests 431: Request Header Fields Too Large 451: Unavailable For Legal Reasons 5XX: Server error codes. 500: Internal Server Error. 501: Not Implemented 502: Bad Gateway 503: Service Unavailable 504: Gateway Timeout 505: HTTP Version Not Supported 506: Variant Also Negotiates 507: Insufficient Storage 508: Loop Detected 511: Network Authentication Required The client must authenticate to gain network access. The response should include a URL or method to provide credentials.  ( 8 min )

This is a submission for the Postmark Challenge: Inbox Innovators. Receive postmark inbound webhooks with no effort Experimenting with Postmark’s Inbound Email functionality often requires a tedious setup—writing HTTP request handling code, deploying it to a server, configuring DNS, managing firewalls, and more. Before you even start, the frustration kicks in. Wouldn’t it be great if there was just a single button to deploy everything effortlessly? That’s exactly what this project offers: a one-command solution to simplify Postmark webhooks testing. To get started, ensure you have Docker installed. Your setup includes the following essential files: ❯ tree -a -I .git . ├── docker-compose.yml # Core functionality ├── .env # Optional environment variables (credentials, server…  ( 4 min )

Let's crack open that EF Core mystery: Why does AddAsync() exist when there's no UpdateAsync() or RemoveAsync()? Feels like unfair treatment, right? Spoiler: It’s not favoritism—it’s about async value generation, not database calls. Let’s break it down. AddAsync() does NOT talk to your database. Nope, not even a little. When you write: await db.Users.AddAsync(user); Zero bytes hit the database. All it does is tell EF: "Track this new entity; insert it later when I save." The actual INSERT happens at SaveChangesAsync(). So why Async? 🤔 Imagine your entity needs a unique ID before saving, like a distributed Snowflake ID from an external service: public class Order { public long Id { get; set; } // Generated by a fancy async service! public string Customer { get; set; } } You…  ( 4 min )

A post by Razi Haider Jaffery  ( 3 min )

Table Of Contents Functional Programming Paradigm Imperative Programming Declarative Programming Object-Oriented Programming (OOP) Functional Programming Paradigms Used by Erlang and Elixir Basic Principles of Functional Programming Highly Available Systems Concurrency in Erlang A Complete Development Platform References Every programming language is built upon one or more programming paradigms, which are distinct ways of thinking that shape how we write code, manage data, and structure solutions. Understanding these paradigms helps us choose the most effective approach to solve a problem. Let’s explore some commonly used paradigms. The imperative paradigm is a programming approach where we give the computer step-by-step instructions on how to complete a task. We explicitly define …  ( 8 min )

Quiz É um jogo de conhecimento, saber se você tem conhecimento sobre oque aconteceu ou acontece  ( 2 min )

When it comes to Identity and Access Management (IAM), choosing the right solution can be a daunting task. Two popular options, ForgeRock and Keycloak, offer robust features, but which one is right for your organization? https://www.iamdevbox.com  ( 3 min )

eventcrud src/Core/Content Event Aggregate EventTranslationDefinition <?php declare(strict_types=1); namespace EventTask\Core\Content\Event\Aggregate; use EventTask\Core\Content\Event\EventDefinition; use Shopware\Core\Framework\DataAbstractionLayer\EntityTranslationDefinition; use Shopware\Core\Framework\DataAbstractionLayer\Field\Flag\Required; use Shopware\Core\Framework\DataAbstractionLayer\Field\LongTextField; use Shopware\Core\Framework\DataAbstractionLayer\Field\StringField; use Shopware\Core\Framework\DataAbstractionLayer\FieldCollection; class EventTranslationDefinition extends EntityTranslationDefinition { const ENTITY_NAME = 'event_translation'; public function getEntityName(): string { return self::ENTITY_NAME; } public function getEntityCl…  ( 10 min )

Fortnite has finally busted back onto the iOS App Store after a five-year ban, thanks to a court order from Judge Yvonne Gonzalez Rogers forcing Apple to reinstate the game—or prove a legal reason not to. Epic had submitted Fortnite for review only to be stonewalled by Apple until the judge stepped in; within 24 hours of her ruling, the battle royale was back on iPhones. Epic didn’t go it alone, though. Microsoft filed an amicus brief backing Epic (it’s itching to launch an Xbox mobile store and hates Apple’s in-app purchase rules), and Spotify, Meta and X chimed in too—Spotify even became the first big name to roll out external payment links once Apple was compelled to allow them. All that courtroom tag-teaming means the saga is winding down, and U.S. players can jump into Fortnite on iOS again.  ( 3 min )

🎬 typed-ffmpeg 3.0 – A Strongly-Typed Python Interface to FFmpeg + Interactive Playground If you’ve ever written long, fragile FFmpeg command strings and wished for a better developer experience, typed-ffmpeg might be what you’re looking for. It brings autocomplete, type safety, validation, and now even a visual editor to FFmpeg workflows—all from Python. GitHub: https://github.com/livingbio/typed-ffmpeg ⸻ 🚀 What typed-ffmpeg Does typed-ffmpeg lets you build FFmpeg filter graphs in Python using a typed, object-oriented API. It solves common issues with tools like ffmpeg-python, such as: Missing type hints and autocomplete It also introduces: JSON serialization of graphs FFmpeg command validation and auto-correction Reverse CLI parsing (in v3.0) ⸻ 👥 Who It’s For If you work with video/…  ( 3 min )

TL;DR: After riding high on the success of Star Wars Battlefront I & II, Pandemic Studios quietly kicked off a third instalment—only to have LucasArts demand another one-year turnaround on next-gen consoles (PS3/Xbox 360). Pandemic barely got off the ground before negotiations stalled; shifting hardware, unknown dev tools and tight marketing beats meant they simply couldn’t hit Lucasfilm’s timeline. Rumours of epic space-to-ground battles (think seamless dogfights that drop you onto the battlefield) never made it past tech demos. Free Radical Design later picked up the baton and reached 95% completion, but that version was also canned. As Pandemic’s doors closed in 2009, it became clear: a true Battlefront III was never meant to be—at least not on anyone’s schedule.  ( 3 min )

Indiana Jones and Wolfenstein developer MachineGames has cancelled an unannounced project - VideoGamer MachineGames, the studio behind Wolfenstein II and Indiana Jones and The Great Circle, has cancelled an unannounced project. videogamer.com  ( 2 min )

In this part, we'll: Create a simple service to send WhatsApp messages. Handle incoming WhatsApp messages by replying automatically. composer require twilio/sdk Create a file at app/Services/TwilioService.php: namespace App\Services; use Twilio\Rest\Client; class TwilioService { protected $twilio; public function __construct() { $this->twilio = new Client(env('TWILIO_ACCOUNT_SID'), env('TWILIO_AUTH_TOKEN')); } public function sendMessage($to, $message) { return $this->twilio->messages->create( "whatsapp:" . $to, [ 'from' => "whatsapp:" . env('TWILIO_WHATSAPP_FROM'), 'body' => $message ] ); } } Add this to your routes/web.php: use Illuminate\Http\Request; use App\Ser…  ( 4 min )

Hey everyone 👋 I’m a 2023 Computer Science graduate. I started off as a backend developer at a startup, but due to financial needs, I later took up a non-tech role at Amazon. Tried switching internally — didn’t work out. Like many, I turned to DSA prep to get back into tech, but it’s super competitive out there. Recently, I discovered Salesforce and it really caught my interest. It’s technical, structured, and I like that it’s tied to solving real business problems. The only concern? I’ve been hearing that Salesforce roles are becoming saturated, especially for freshers or newcomers trying to break in. I genuinely love working with technology, regardless of the platform. Just trying to figure out if Salesforce is a smart move at this point or if I should continue focusing on traditional dev paths. If you’ve made the switch or know someone who did, I’d really appreciate your thoughts! Thanks in advance! 🙏  ( 3 min )

In JavaScript, event handling functions like click and others are commonly used to interact with HTML elements. Here's a breakdown of the .click() function and other similar event-related functions: .click() Function The .click() method programmatically triggers a click event on an element. document.getElementById("myButton").click(); // Simulates a click But normally, we use .addEventListener() or onclick to respond to a real user click. Click Me document.getElementById("myButton").addEventListener("click", function () { alert("Button clicked!"); }); Common Event Listener Functions You can handle many types of events using .addEventListener(): Event Type Description click Fires when an element is clicked dblclick Fires on double-click mouseover Fires when the mouse is over an element mouseout Fires when the mouse leaves an element mousedown Fires when mouse button is pressed mouseup Fires when mouse button is released mousemove Fires when the mouse moves keydown Fires when a keyboard key is pressed keyup Fires when a keyboard key is released input Fires when the value of changes change Fires when input or select changes submit Fires when a form is submitted load Fires when the page or image is fully loaded scroll Fires when an element is scrolled Basic Example document.getElementById("nameInput").addEventListener("input", function (event) { document.getElementById("output").textContent = "You typed: " + event.target.value; }); Shorthand onclick Method Instead of .addEventListener, you can also directly assign a function: document.getElementById("myButton").onclick = function () { alert("Clicked via onclick"); };  ( 3 min )

🔐 Introducing CyberVault – A C# Password Manager for Full Local Control Hi everyone, Me and my friend CyberHansen recently built CyberVault, a lightweight password manager written in C#. It’s designed for those of us who want complete control over our password data — no accounts, no cloud sync, no servers. I couldn’t find a simple, open-source password manager that: Didn’t require cloud accounts Could run as a self-contained Windows app Was open to community contributions So I built my own. 🖥️ Fully Local – stores your data on your device only 🔐 Encrypted Vault – strong cryptographic security 🚀 Standalone GUI – just run the EXE, no server or installer 🧩 Early Chrome Extension – optional autofill support 🧑‍💻 Open Source – available on GitHub 👉 GitHub Repo Security model / cryptography approach UX suggestions Chrome extension features you'd like Any bugs or issues you run into Thanks for checking it out — happy to chat if anyone wants to collaborate! – CyberNilsen, CyberHansen  ( 3 min )

If you’ve used Node.js with NPM, you’ve probably seen this kind of message in your terminal: npm WARN deprecated @: But what does it really mean? And what should you do about it? NPM shows this warning when a package you're installing has been deprecated. This usually means: It's no longer actively maintained It might have known bugs or security vulnerabilities There’s a newer or better alternative available It may not work with recent versions of Node.js ⚠️ Why Should You Care? Using deprecated packages can cause problems like: 🔐 Security issues – Vulnerabilities may go unpatched 🛠️ Maintenance headaches – No updates or support ⚙️ Compatibility issues – Could break with future Node/npm versions 🧩 Dependency bloat – Deprecated packages often pull in other outdated ones ✅ What Can You Do About It? Here are some practical steps to handle deprecation warnings: Read the warning message It often includes why the package is deprecated and links to more info. Check for updates Run: npm outdated Then update with: npm update Audit your packages Run: npm audit to find vulnerabilities and get recommendations. Replace or remove the deprecated package Look for actively maintained alternatives Refactor code if needed 💡 Pro Tip Don’t ignore these warnings. They’re your early warning system for potential issues. Staying on top of deprecations helps you build more secure and maintainable projects. Have you run into tricky deprecated packages? How did you handle it? Share your tips in the comments 👇  ( 3 min )

Check out this Pen I made!  ( 2 min )

Introduction --Why data visualization is crucial in today’s data-driven world. 2.Prerequisites Basic Python knowledge. plotly and dash. pip install plotly dash pandas 3.Getting Started with Plotly --Quick intro to Plotly Express (easy-to-use interface for common charts). 4.Introduction to Dash: --Explain what Dash is: a web framework for building analytical web apps in Python. 5.Building Your First Dash App: --Minimal Dash app example with a title and one chart. The code: from dash import Dash, dcc, html, Input, Output import plotly.express as px import pandas as pd app = Dash(__name__) df = px.data.gapminder() app.layout = html.Div([ html.H1("Gapminder Data Dashboard"), dcc.Dropdown( id='continent-dropdown', options=[{'label': c, 'value': c} for c in df['continent'].unique()], value='Asia' ), dcc.Graph(id='scatter-plot') ]) @app.callback( Output('scatter-plot', 'figure'), Input('continent-dropdown', 'value') ) def update_chart(selected_continent): filtered_df = df[df['continent'] == selected_continent] fig = px.scatter(filtered_df, x='gdpPercap', y='lifeExp', size='pop', color='country', hover_name='country', log_x=True, size_max=60) return fig if __name__ == '__main__': app.run(debug=True) Output: 6.Adding More Interactivity: --Add sliders to filter by year. 7.Deploying The Dashboard: --Run locally. 8.Conclusion: --Recap what we built: an interactive data dashboard. --Encourage experimentation with other datasets and charts. --Share resources for learning more: Plotly & Dash docs, sample projects. --Call to action: Share the dashboard, ask questions in comments, or contribute ideas.  ( 3 min )

Check out this Pen I made!  ( 2 min )

Great! You're learning JavaScript, especially about local variables and the DOM (Document Object Model)—those are essential concepts in web development. Here's a simple blog-style explanation to help reinforce your learning: In JavaScript, a local variable is a variable that is declared inside a function or block, and it can only be used within that function or block. function greet() { let message = "Hello, world!"; console.log(message); } greet(); // Outputs: Hello, world! console.log(message); // ❌ Error! 'message' is not defined outside the function let message = "Hello, world!" is a local variable, so you cannot use it outside the greet() function. DOM stands for Document Object Model. It represents the structure of a web page as a tree of objects in JavaScript. With the DOM, you can: Read or change content Change styles (CSS) Add or remove HTML elements Original Text Click Me function changeText() { let element = document.getElementById("demo"); element.innerHTML = "Text has been changed!"; } When the button is clicked: JavaScript finds the tag with id="demo" Changes its content to "Text has been changed!" 🛠️ Why It Matters Local variables help avoid bugs by keeping variables where they belong. The DOM lets you make web pages interactive—like showing messages, changing colors, or responding to clicks. Would you like a small project to practice with these concepts?  ( 3 min )